{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "47d06abd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "成功读取文件，DataFrame 的前 5 行：\n",
      "  username buy_date buy_color  buy_storge  \\\n",
      "0    w***a    03-18       星迹钛  12GB+256GB   \n",
      "1    j***m    08-04       海王星  12GB+256GB   \n",
      "2    g***x    03-30       星迹钛  12GB+256GB   \n",
      "3    j***m    03-24       星迹钛  16GB+256GB   \n",
      "4    R***I    04-02       星迹钛  12GB+256GB   \n",
      "\n",
      "                                             content  \n",
      "0  京东物流发货真的是很快，这个机器的价格真的是非常的完美，加上国家的补贴，也是非常的完美，店家...  \n",
      "1  入手真我GT7 Pro竞速版，骁龙8至尊版＋120H2高刷屏，打游戏超流畅，6500mAh大...  \n",
      "2  使用了几天，符合我的心理预期。当时纠结买标准款还是竞速版，没有拍照需求就买了竞速版，国产屏幕...  \n",
      "3  性能强劲，外观大气，是高通骁龙至尊处理器性价比最高的一款手机。另外京东物流配送速度超级快，晚...  \n",
      "4  听着三年前从一加云备份下载的歌曲，意外之喜，手机虽然略重但手感极佳，颜值很高，操作丝丝顺滑，...  \n",
      "\n",
      "DataFrame 的信息：\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 129 entries, 0 to 128\n",
      "Data columns (total 5 columns):\n",
      " #   Column      Non-Null Count  Dtype \n",
      "---  ------      --------------  ----- \n",
      " 0   username    129 non-null    object\n",
      " 1   buy_date    129 non-null    object\n",
      " 2   buy_color   129 non-null    object\n",
      " 3   buy_storge  129 non-null    object\n",
      " 4   content     129 non-null    object\n",
      "dtypes: object(5)\n",
      "memory usage: 5.2+ KB\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 1. 指定文件路径\n",
    "file_path = 'comments.jsonl'\n",
    "\n",
    "# 2. 使用 pandas.read_json 读取文件\n",
    "# lines=True 参数是关键，它告诉 pandas 每行是一个独立的 JSON 对象\n",
    "df = pd.read_json(file_path, lines=True)\n",
    "\n",
    "# 打印 DataFrame 的前几行和信息\n",
    "print(\"成功读取文件，DataFrame 的前 5 行：\")\n",
    "print(df.head())\n",
    "print(\"\\nDataFrame 的信息：\")\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3e771727",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.buy_date = pd.to_datetime(df.buy_date, format='%m-%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "76fe1b58",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 129 entries, 0 to 128\n",
      "Data columns (total 5 columns):\n",
      " #   Column      Non-Null Count  Dtype         \n",
      "---  ------      --------------  -----         \n",
      " 0   username    129 non-null    object        \n",
      " 1   buy_date    129 non-null    datetime64[ns]\n",
      " 2   buy_color   129 non-null    object        \n",
      " 3   buy_storge  129 non-null    object        \n",
      " 4   content     129 non-null    object        \n",
      "dtypes: datetime64[ns](1), object(4)\n",
      "memory usage: 5.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9e3a7e79",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "plt.hist(df.buy_date.dt.month, bins=12, edgecolor='black')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Number of Purchases')\n",
    "plt.title('Distribution of Purchases by Month')\n",
    "plt.xticks(range(1, 13))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "118cbfdd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      3\n",
       "1      8\n",
       "2      3\n",
       "3      3\n",
       "4      4\n",
       "      ..\n",
       "124    4\n",
       "125    3\n",
       "126    4\n",
       "127    3\n",
       "128    3\n",
       "Name: buy_date, Length: 129, dtype: int32"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.buy_date.dt.month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bbf5e9cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "buy_date\n",
       "3    59\n",
       "4    38\n",
       "5     7\n",
       "6     2\n",
       "7     3\n",
       "8    15\n",
       "9     5\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.buy_date.dt.month.value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "640c2955",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制不同日期的评分变化，需要对相同日期进行聚合，这里简单起见直接绘制散点图\n",
    "# 聚合可以考虑使用 agg 聚合\n",
    "plt.plot(df.buy_date.dt.month.value_counts().sort_index().index, df.buy_date.dt.month.sort_index().value_counts().values, marker='o', linestyle='-')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9d4ce725",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "buy_color\n",
       "海王星    68\n",
       "星迹钛    61\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.buy_color.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c80306f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "buy_storge\n",
       "12GB+256GB    76\n",
       "16GB+256GB    24\n",
       "16GB+512GB    21\n",
       "12GB+512GB     8\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.buy_storge.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c210e6a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['12GB+256GB', '16GB+256GB', '16GB+512GB', '12GB+512GB'], dtype='object', name='buy_storge')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.buy_storge.value_counts().index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ce88df52",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      京东物流发货真的是很快，这个机器的价格真的是非常的完美，加上国家的补贴，也是非常的完美，店家...\n",
       "1      入手真我GT7 Pro竞速版，骁龙8至尊版＋120H2高刷屏，打游戏超流畅，6500mAh大...\n",
       "2      使用了几天，符合我的心理预期。当时纠结买标准款还是竞速版，没有拍照需求就买了竞速版，国产屏幕...\n",
       "3      性能强劲，外观大气，是高通骁龙至尊处理器性价比最高的一款手机。另外京东物流配送速度超级快，晚...\n",
       "4      听着三年前从一加云备份下载的歌曲，意外之喜，手机虽然略重但手感极佳，颜值很高，操作丝丝顺滑，...\n",
       "                             ...                        \n",
       "124    外形外观：好看啊比我200pro好看\\n屏幕音效：可以的\\n运行速度：比9400好\\n待机时...\n",
       "125    上一部手机华为mete206年了内存不够了，电池也不好用了，入手了真我GT7 Pro竞速版太...\n",
       "126    手机非常不错，正好赶上国补买了一个手机，价格合适，昨天买的今天就到了，真我也是大品牌值得信赖...\n",
       "127    非常不错，满怀期待签收了，价格也美丽，有国家补贴，总体比较满意，后续再测试测试看看性能，其他...\n",
       "128    外形外观：外观外形我觉得挺帅的这个蓝色看着挺有感觉的。\\n屏幕音效：屏幕体谅的，在大白天也能...\n",
       "Name: content, Length: 129, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.content"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a25f432a",
   "metadata": {},
   "source": [
    "文本数据，尤其是电商评论进行分析的步骤：\n",
    "1. 确立目标\n",
    "2. 采集数据\n",
    "3. 数据清洗\n",
    "4. 建模分析 NLP预处理 情感分析 CNN RNN\n",
    "5. 可视化  词云图\n",
    "6. 解释，从这个分析中可以获取什么信息，可以考虑进行多角度分析，商家角度，用户角度，平台角度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4dc50d77",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 清洗：考虑去除无关字符， html标签、标点符号\n",
    "# 分词 jieba\n",
    "# 去除停用词 the of 的 得 地\n",
    "# 词元 词表化\n",
    "# 向量化 TF-IDF CountVectorizer Word2Vec\n",
    "\n",
    "## 建模\n",
    "# 词典分析，数据种类比较单一的情况下，对某些词频比较大的词进行标注，直接使用标注的数据进行分析。\n",
    "# 机器学习的方法，也可以，TF-IDF + 逻辑回归，朴素贝叶斯，SVM\n",
    "# 深度学习的方法，RNN，LSTM，CNN，transformer\n",
    "    # 简单的模型 老的，不一定好用 SnowNLP 只能进行二分类\n",
    "    # 商用api 适合数据比较小的情况，因为数据多了收钱\n",
    "    # 自己训练模型 需要标注数据，数据量大，计算资源\n",
    "    # transformer 需要大量数据和计算资源 上千种预处理的模型\n",
    "    # 大模型接口\n",
    "# 可视化分析 词云图\n",
    "# 结果分析 **一定要有逻辑性**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6a0214b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'京东物流发货真的是很快，这个机器的价格真的是非常的完美，加上国家的补贴，也是非常的完美，店家客服也是很好的，有问必答，你们也来购买吧'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.content[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0b966e33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      京东物流发货真的是很快，这个机器的价格真的是非常的完美，加上国家的补贴，也是非常的完美，店家...\n",
       "1      入手真我GT7Pro竞速版，骁龙8至尊版＋120H2高刷屏，打游戏超流畅，6500mAh大电...\n",
       "2      使用了几天，符合我的心理预期。当时纠结买标准款还是竞速版，没有拍照需求就买了竞速版，国产屏幕...\n",
       "3      性能强劲，外观大气，是高通骁龙至尊处理器性价比最高的一款手机。另外京东物流配送速度超级快，晚...\n",
       "4      听着三年前从一加云备份下载的歌曲，意外之喜，手机虽然略重但手感极佳，颜值很高，操作丝丝顺滑，...\n",
       "                             ...                        \n",
       "124    外形外观：好看啊比我200pro好看屏幕音效：可以的运行速度：比9400好待机时间：续航长的...\n",
       "125    上一部手机华为mete206年了内存不够了，电池也不好用了，入手了真我GT7Pro竞速版太香...\n",
       "126    手机非常不错，正好赶上国补买了一个手机，价格合适，昨天买的今天就到了，真我也是大品牌值得信赖...\n",
       "127    非常不错，满怀期待签收了，价格也美丽，有国家补贴，总体比较满意，后续再测试测试看看性能，其他...\n",
       "128    外形外观：外观外形我觉得挺帅的这个蓝色看着挺有感觉的。屏幕音效：屏幕体谅的，在大白天也能看得...\n",
       "Name: content, Length: 129, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.content.apply(lambda x: x.replace('\\n', '').replace(' ', ''))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2d906249",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache /tmp/jieba.cache\n",
      "Loading model cost 0.528 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    }
   ],
   "source": [
    "import jieba\n",
    "\n",
    "df.content = df.content.apply(lambda x: x.replace('\\n', '').replace(' ', ''))\n",
    "df.content = df.content.apply(lambda x: list(jieba.cut(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f658f90c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      [京东, 物流, 发货, 真的, 是, 很快, ，, 这个, 机器, 的, 价格, 真的, ...\n",
       "1      [入手, 真, 我, GT7Pro, 竞速, 版, ，, 骁龙, 8, 至尊版, ＋, 12...\n",
       "2      [使用, 了, 几天, ，, 符合, 我, 的, 心理, 预期, 。, 当时, 纠结, 买,...\n",
       "3      [性能, 强劲, ，, 外观, 大气, ，, 是, 高通, 骁龙, 至尊, 处理器, 性价比...\n",
       "4      [听, 着, 三年, 前, 从, 一加云, 备份, 下载, 的, 歌曲, ，, 意外, 之喜...\n",
       "                             ...                        \n",
       "124    [外形, 外观, ：, 好看, 啊, 比, 我, 200pro, 好看, 屏幕, 音效, ：...\n",
       "125    [上, 一部, 手机, 华为, mete206, 年, 了, 内存, 不够, 了, ，, 电...\n",
       "126    [手机, 非常, 不错, ，, 正好, 赶上, 国补, 买, 了, 一个, 手机, ，, 价...\n",
       "127    [非常, 不错, ，, 满怀, 期待, 签收, 了, ，, 价格, 也, 美丽, ，, 有,...\n",
       "128    [外形, 外观, ：, 外观, 外形, 我, 觉得, 挺帅, 的, 这个, 蓝色, 看着, ...\n",
       "Name: content, Length: 129, dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "56cd156f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 去除停用词\n",
    "stopwords = set()\n",
    "with open('stopwords.txt', 'r', encoding='utf-8') as f:\n",
    "    for line in f:\n",
    "        stopwords.add(line.strip())\n",
    "df.content = df.content.apply(lambda x: [word for word in x if word not in stopwords])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8c1c13e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      [京东, 物流, 发货, 真的, 很快, 机器, 价格, 真的, 非常, 完美, 加上, 国...\n",
       "1      [入手, 真, GT7Pro, 竞速, 版, 骁龙, 至尊版, ＋, 120H2, 高, 刷...\n",
       "2      [使用, 几天, 符合, 心理, 预期, 当时, 纠结, 买, 标准, 款, 竞速, 版, ...\n",
       "3      [性能, 强劲, 外观, 大气, 高通, 骁龙, 至尊, 处理器, 性价比, 最高, 一款,...\n",
       "4      [听, 三年, 前, 一加云, 备份, 下载, 歌曲, 意外, 之喜, 手机, 略重, 手感...\n",
       "                             ...                        \n",
       "124    [外形, 外观, 好看, 200pro, 好看, 屏幕, 音效, 运行, 速度, 9400,...\n",
       "125    [一部, 手机, 华为, mete206, 年, 内存, 不够, 电池, 不好, 入手, 真...\n",
       "126    [手机, 非常, 不错, 正好, 赶上, 国补, 买, 一个, 手机, 价格, 合适, 昨天...\n",
       "127    [非常, 不错, 满怀, 期待, 签收, 价格, 美丽, 国家补贴, 总体, 比较满意, 后...\n",
       "128    [外形, 外观, 外观, 外形, 觉得, 挺帅, 蓝色, 看着, 挺, 感觉, 屏幕, 音效...\n",
       "Name: content, Length: 129, dtype: object"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ff93d9f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 词频统计\n",
    "from collections import Counter\n",
    "\n",
    "# 设置字体为 文泉驿正黑\n",
    "plt.rcParams['font.sans-serif'] = ['WenQuanYi Micro Hei']\n",
    "# 为了显示负号 '-'，需要设置该参数\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "all_words = [word for content in df.content for word in content]\n",
    "word_counts = Counter(all_words)\n",
    "most_common_words = word_counts.most_common(20)\n",
    "words, counts = zip(*most_common_words)\n",
    "plt.bar(words, counts)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9d48fd85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('手机', 121),\n",
       " ('非常', 101),\n",
       " ('不错', 53),\n",
       " ('流畅', 47),\n",
       " ('拍照', 46),\n",
       " ('性能', 39),\n",
       " ('性价比', 38),\n",
       " ('屏幕', 38),\n",
       " ('运行', 36),\n",
       " ('效果', 36),\n",
       " ('外观', 36),\n",
       " ('真', 35),\n",
       " ('高', 35),\n",
       " ('续航', 35),\n",
       " ('速度', 35),\n",
       " ('电池', 32),\n",
       " ('使用', 31),\n",
       " ('买', 30),\n",
       " ('手感', 28),\n",
       " ('骁龙', 27)]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "most_common_words"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a30acd9",
   "metadata": {},
   "source": [
    "1. 线上用户最不关注的就是手感\n",
    "2. 线下用户最关注手感"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6109a4c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 词云图\n",
    "from wordcloud import WordCloud\n",
    "# wordcloud = WordCloud(font_path='SimHei.ttf', width=800, height=400, background_color='white').generate_from_frequencies(word_counts)\n",
    "wordcloud = WordCloud(font_path='/usr/share/fonts/truetype/wqy/wqy-microhei.ttc', width=800, height=400, background_color='white').generate_from_frequencies(word_counts)\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ad4cfbc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['京东',\n",
       " '物流',\n",
       " '发货',\n",
       " '真的',\n",
       " '很快',\n",
       " '机器',\n",
       " '价格',\n",
       " '非常',\n",
       " '完美',\n",
       " '加上',\n",
       " '国家',\n",
       " '补贴',\n",
       " '店家',\n",
       " '客服',\n",
       " '有问必答',\n",
       " '购买',\n",
       " '入手',\n",
       " '真',\n",
       " 'GT7Pro',\n",
       " '竞速']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 词元 词表\n",
    "vocab = list(word_counts.keys())\n",
    "vocab[:20]  # 显示前20个词元"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "172ae899",
   "metadata": {},
   "source": [
    "如果数据处理时间较长，或者是担心数据丢失，可以考虑在每个阶段完成之后，对数据进行临时存储。\n",
    "\n",
    "情感分析有多种方法，如下是两种 transformers 预训练模型的参考，一种是直接使用pipline，一种是从分词器开始构建。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2606212c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "成功读取文件，DataFrame 的前 5 行：\n",
      "  username buy_date buy_color  buy_storge  \\\n",
      "0    w***a    03-18       星迹钛  12GB+256GB   \n",
      "1    j***m    08-04       海王星  12GB+256GB   \n",
      "2    g***x    03-30       星迹钛  12GB+256GB   \n",
      "3    j***m    03-24       星迹钛  16GB+256GB   \n",
      "4    R***I    04-02       星迹钛  12GB+256GB   \n",
      "\n",
      "                                             content  \n",
      "0  京东物流发货真的是很快，这个机器的价格真的是非常的完美，加上国家的补贴，也是非常的完美，店家...  \n",
      "1  入手真我GT7 Pro竞速版，骁龙8至尊版＋120H2高刷屏，打游戏超流畅，6500mAh大...  \n",
      "2  使用了几天，符合我的心理预期。当时纠结买标准款还是竞速版，没有拍照需求就买了竞速版，国产屏幕...  \n",
      "3  性能强劲，外观大气，是高通骁龙至尊处理器性价比最高的一款手机。另外京东物流配送速度超级快，晚...  \n",
      "4  听着三年前从一加云备份下载的歌曲，意外之喜，手机虽然略重但手感极佳，颜值很高，操作丝丝顺滑，...  \n",
      "\n",
      "DataFrame 的信息：\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 129 entries, 0 to 128\n",
      "Data columns (total 5 columns):\n",
      " #   Column      Non-Null Count  Dtype \n",
      "---  ------      --------------  ----- \n",
      " 0   username    129 non-null    object\n",
      " 1   buy_date    129 non-null    object\n",
      " 2   buy_color   129 non-null    object\n",
      " 3   buy_storge  129 non-null    object\n",
      " 4   content     129 non-null    object\n",
      "dtypes: object(5)\n",
      "memory usage: 5.2+ KB\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 1. 指定文件路径\n",
    "file_path = 'comments.jsonl'\n",
    "\n",
    "# 2. 使用 pandas.read_json 读取文件\n",
    "# lines=True 参数是关键，它告诉 pandas 每行是一个独立的 JSON 对象\n",
    "df_bert = pd.read_json(file_path, lines=True)\n",
    "\n",
    "# 打印 DataFrame 的前几行和信息\n",
    "print(\"成功读取文件，DataFrame 的前 5 行：\")\n",
    "print(df_bert.head())\n",
    "print(\"\\nDataFrame 的信息：\")\n",
    "df_bert.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e10e51d9",
   "metadata": {},
   "source": [
    "使用如下方式进行pipeline快速情感分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "16d6d4e5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Device set to use cuda:0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "评论: 这款手机性能很棒，我很喜欢！\n",
      "情感: Positive (分数: 0.9469)\n",
      "--------------------\n",
      "评论: 拍照效果一般，有点失望。\n",
      "情感: Negative (分数: 0.7502)\n",
      "--------------------\n",
      "评论: 物流速度很快，包装完好。\n",
      "情感: Positive (分数: 0.9962)\n",
      "--------------------\n"
     ]
    }
   ],
   "source": [
    "from transformers import pipeline\n",
    "\n",
    "classifier = pipeline(\n",
    "    \"text-classification\",\n",
    "    model=\"IDEA-CCNL/Erlangshen-RoBERTa-110M-Sentiment\"\n",
    ")\n",
    "\n",
    "comments = [\n",
    "    \"这款手机性能很棒，我很喜欢！\",\n",
    "    \"拍照效果一般，有点失望。\",\n",
    "    \"物流速度很快，包装完好。\"\n",
    "]\n",
    "\n",
    "results = classifier(comments)\n",
    "\n",
    "for comment, result in zip(comments, results):\n",
    "    print(f\"评论: {comment}\")\n",
    "    print(f\"情感: {result['label']} (分数: {result['score']:.4f})\")\n",
    "    print(\"-\" * 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c680e830",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['京东物流发货真的是很快，这个机器的价格真的是非常的完美，加上国家的补贴，也是非常的完美，店家客服也是很好的，有问必答，你们也来购买吧',\n",
       " '入手真我GT7 Pro竞速版，骁龙8至尊版＋120H2高刷屏，打游戏超流畅，6500mAh大电池+120W必用后充，续航焦虑秒消失~\\n这手机绝了！骁龙8至尊处理器，性能强无敌，运行超丝滑。6500mAh大电池电量超耐用，120W快充回血快，爱了爱了！\\n用了段时间真我GT7Pro 竞速版，体验感拉满！打游戏帧率稳，屏幕显示清晰，大电池续航给力，充电也快，性价比超高！',\n",
       " '使用了几天，符合我的心理预期。当时纠结买标准款还是竞速版，没有拍照需求就买了竞速版，国产屏幕效果也不错，充电很快，续航时间长，系统使用google服务方便，唯一的缺憾不是直屏，贴膜不方便，现在用的原厂膜，好在每年有4次免费贴膜。',\n",
       " '性能强劲，外观大气，是高通骁龙至尊处理器性价比最高的一款手机。另外京东物流配送速度超级快，晚上11点下单，第二天上午9点多一点收到货！',\n",
       " '听着三年前从一加云备份下载的歌曲，意外之喜，手机虽然略重但手感极佳，颜值很高，操作丝丝顺滑，这个价格实在是香。',\n",
       " '真的非常不错 充电快 颜值高 手感也特别棒 补贴非常给力 拿来打游戏真的太棒了 拍照也挺不错的 比一加13性价比高太多了',\n",
       " '物流很给力，前天下午下单，第二天一早就收到了，特别喜欢这个外观，真的很惊艳,外观四曲面,给人感觉很润，骁龙8至尊处理器，这个价位，性价比满满,120赫兹刷新率,稳稳的，电池电量稳定，基本一天不用充电，不打游戏的话两天没问题的。之前用过一加的， 觉得很亲切。反正这价位买不了吃亏,放心购买,强推!',\n",
       " '手机非常不错。刚买就入手了，给爸妈用的，第一次用真我品牌，买来试试，听朋友说的，应该挺不错的，昨天买的今天就到了，棒棒的物流，赶上国补，特别好。',\n",
       " '手机非常给力，之前的手机玩吃鸡一会就很热，还会突然屏幕变暗，有的时候很掉帧很卡，一直以为是网络的问题，换了这个手机后以上现象都没有了，看来还是手机的问题，用着非常不错',\n",
       " '本来想等618再换机器的，京东国补优惠价格给力，没忍住就下单了。主要用来当备用机打卡签到和玩游戏的，对比了一下还是真我的竞速版比较适合我，早上下单下午就到了，快递小哥也很专业，验证完就拿到了机器。当然也没有辜负我的期待，游戏体验感很好。',\n",
       " '到手立马更新测试了下，性能挺好的，新版也能关强制插帧了，蛮好用的，系统非常丝滑，不愧是提升最大的一代。这个价格应该可以说很值得曲奇了。',\n",
       " '刚拿到这款真我GT7PRO竞速版，体验感很好，做工精细，海王星颜色也是挺漂亮的，骁龙8至尊版处理器性能强劲，打游戏很流畅，6500mA时的大电池配上120瓦的超级快充再也不用担心续航问题了，现在有国补入手挺划算的，在这个价位里面是性价比最好的一款了，喜欢得小伙伴赶紧入手吧。',\n",
       " '这款手机真的是颜值与实力并存！外观设计简洁大气，握持舒适👍。摄像头性能也非常出色，拍照效果清晰细腻📸。操作起来流畅度极高，功能齐全，性价比超高！强烈推荐给大家~💪',\n",
       " '第一次买这个牌子的手机。然后出乎预料的好。电池非常非常耐用。手机做的还挺轻薄。相机可以拍月亮。价格还便宜。以后还会继续购买这个品牌。',\n",
       " '非常实惠。\\n外形外观：外观非常漂亮。\\n屏幕音效：屏幕音效很好。\\n拍照效果：拍照效果也很好。\\n游戏120帧。王者，吃鸡都是120。',\n",
       " '手机金属材质手持很舒服，后壳很有高级感，运行速度很快，屏幕显示清晰度够用。拥有大电池，防水，高通最新处理器，再次加持最新的UI，使用很合适。推荐下！',\n",
       " '手机收到了，官方正品。运行速度很快，拍照也满意，续航也是超预期表现，重度一天无压力，充电速度也飞快，使用体验很稳,CPU巨好，很喜欢的一个手机',\n",
       " '感觉很不错，这个价格能有骁龙八至尊版太难得了，其他的我没什么要求，我也不打游戏就打个电话看个视频，完全可以胜任我的需求了，性价比很高，值得购买，无论是当主力机还是备用机都完全没问题',\n",
       " '正品新机，查验过确定非退换货机器。机器造\\n型和颜色与图片相符。磨砂边框手感不错。\\n重量有些沉。手机自带的手机壳质感也不错。\\n系统流畅，打游戏也无卡顿。',\n",
       " '很好，非常不错，很流畅，价格非常合适。2140 就买到了骁龙八至尊版，非常满意，还送3条鱼，好吃，爱吃',\n",
       " '看了很多款对比 最后还是选择了这款 性能高 配置好 用起来也很顺手 手机的背壳我也很喜欢是那种很漂亮的花纹 满意满意',\n",
       " '手机很不错，买来小孩上学用的，价格实惠，性能很强。电池续航能力很好，信赖京东大品牌',\n",
       " '这款手机体验真心不错✨，屏幕显示效果很棒📱。性能出色，拍照效果也很满意👍。特别是续航方面，完全不用担心外出使用。总体来说，性价比很高，强烈推荐！',\n",
       " '外形外观：手机已经用了半个月，整体体验非常满意！首先，外观设计很时尚，手感也很舒适，拿在手里质感十足。屏幕显示效果非常清晰，色彩鲜艳，看视频、刷网页都很享受。，日续航能力也很强，一天下来电量完全够用。性价比很高！',\n",
       " '手机非常不错，外观颜值高机身手感好，系统运行流畅屏幕显示清晰，电量够用，性能也非常强，非常满意，自己换手机给朋友也推荐了。',\n",
       " '机器到了，已经使用上了，整体还不错，骁龙八至尊版，要的就是这一个，至少能保证我几年内不卡',\n",
       " '性能无敌颜值第一，喜欢妥妥入手,真我手机\\n值得信赖，喜欢干就完了，闭着眼选!!优良\\n的品质，扎实的质量，让这款商品成为了我的\\n心头好。款式很大方，质量非常好，价钱也很\\n合理!',\n",
       " '第一次真我手机，很棒，超乎意料，背后的色彩，随着光彩变幻分辨率很高，玩游戏绝对是顶配玩游戏，看视频一点都不卡帧真的很棒，国产手机超乎我的意料',\n",
       " '手感不错，手机很流畅，\\n屏幕音效：非常好\\n\\n拍照效果：物超所值\\n待机时间：很长，比我上一台更持久\\n\\n其他特色：系统UI很舒服',\n",
       " '期待了好久的手机，终于收到了，非常惊喜和开心，手机非常不错，性价比超级高，流畅度可，画面也清晰，非常赞，发货快递也超级超级给力，推荐大家购买。',\n",
       " '新手机运行超级流畅，高清大屏看视频太爽了!电池续航给力，一天重度使用都没问题，120W快充半小时满血复活。夜景拍照效果惊艳，AI算法优化超自然，手感轻盈颜值在线，这个价位真是买到就是赚到!',\n",
       " '很好用的手机，打游戏很流畅，目前最好的芯片骁龙八至尊版，确实镜头被砍了差了一点，但是日常使用场景全面覆盖了，耐摔很耐摔防水，很好用。重量我不觉得坠手',\n",
       " '这款手机外观设计的非常时尚大气，手感拿完舒适，手机电池容量超级大再也不用担心玩着游戏没有电了，手机拍照技术也十分棒',\n",
       " '买给家里人用的，操作系统非常流畅，日常使用也很顺滑，在国家补贴加持下，性价比很高，下次我也要考虑买真我',\n",
       " '强烈推荐真我，这是买的第4台真我手机了，从GT5到GT7，个个都很惊喜，待机时间可以，打游戏超好用，充电快，关键是，性价比真的超高。GT7比GT5手感上重不少，摄影头的造型也很好看。',\n",
       " '很满意的一次购物，商家服务好，发货神速，物流也很给力，宝贝收到后非常喜欢，买得放心，用得安心值得购买的产品，做工非常精细，比想象中的好，推荐大家尝试整体来说，还是很好的，非常值得再次回购整体来说，还是很好的，非常值得再次回购',\n",
       " '性价比很高最便宜的8至尊版手机，但是品质非常好，可以说是2500以下的最优解，续航很顶，拍照也不错，除了没长焦和超声波其他没任何毛病',\n",
       " '外观材质:外观简约大气有质感\\n续航能力:电池容量大，充电速度快\\n运行速度:性能好，运行速度快，流畅\\n拍照效果:拍照效果够用\\n显示效果:显示清晰，屏幕舒适',\n",
       " '入手这款手机一段时间，体验超棒！外观颜值高，轻薄便携，性能强劲不卡顿，拍照清晰，续航持久，各方面都戳中我，超满意。\\n冲着拍照买的这款手机，没让我失望。夜景模式拍出的照片氛围感拉满，人像模式虚化效果自然，日常记录足够用。\\n重度使用这款手机后，续航能力令人惊喜，一天一充毫无压力，加上快充功能，短时间就能满血复活 ，超省心。\\n打游戏选它准没错！高刷新率屏幕让画面丝滑流畅，散热出色，几局游戏下来手机不发烫，体验感拉满。\\n系统操作很顺滑，功能贴心，小窗模式能边追剧边回消息，分屏功能一屏两用，大大提升了使用',\n",
       " 'GT7PRO竞速版，属于GT7标准版的闫哥版，减少或降低了一些功能，但是，凭借最新骁龙8至尊版加持，日常使用还是足够好用。支持国货，给了用户更多选择。',\n",
       " '真我手机很不错的，触屏顺滑反应灵敏，看着也很清晰，手机的拍照像素很高清，前置美颜相机也很清晰，效果很好。性价比高，操作也是非常的方便的，非常好看，质量也是非常不错哦。',\n",
       " '真我GT7 Pro竞速版快速上手，这次到手的配色海王星配色整体延续了realme设计风格，新纹路质感到位了也很耐看，AG玻璃更是老演员，realme处理得一直都挺不错的。毕竟是竞速版产品，骁龙8至尊版游戏性能也是直接拉满，充电和续航能力都很强，还支持满级防水，摸鱼游戏爱好者放心选。',\n",
       " '盒子脏，内包装压坏一个角',\n",
       " '收到货就上手体验了，手机性能很强，系统运行非常流畅，应用秒开，拍照和屏幕显示都很不错，性价比很高，很喜欢这款手机，绝对是物有所值了',\n",
       " '运行速度：性能非常强，用的是骁龙8最新版本。\\n外形外观：屏幕是等深微曲非常有手感。\\n待机时间：大电池待机能力非常强。早上充满能用到晚上睡觉。',\n",
       " '手机是官方正品。运行速度很快，拍照也满意，续航也是超预期表现，重度一天无压力，充电速度也飞快，使用体验很稳。玩吃鸡可以拉120hz，GT模式手机也不会特别.烫。',\n",
       " '手机使用三天，重度游戏，王者每天四小时非常耐玩，一天基本能剩余30%的电，最让我肯定的是游戏体验相当丝滑。现在有国补，用中端机的钱买了，旗舰机，相当划算🤩🤩',\n",
       " '手机表现非常出色，反应迅速，游戏表现良好，散热效果也很好。快递非常迅速 就是不知道后面使用多久 希望多使用几年.屏幕尺寸也非常好 手感很不错',\n",
       " '给我的小米13卖了换的这个，拍照更清晰了，切换软件更快了，续航超级棒，准备过段时间给家里人也换一个，国补真香',\n",
       " '手机质感和自己期待的一致，这款手机外观设计和颜色都很漂亮，机身外观设计线条清晰流畅触屏手感流畅，充电快，待机时间长',\n",
       " '这款真我手机颜值超高，运行流畅不卡顿，拍照清晰色彩自然，续航给力一整天，京东物流次日达，性价比之王值得入手！',\n",
       " '外形外观：钛色确实不错 成熟稳重 不花哨 很喜欢\\n屏幕音效：屏幕在这个价位已经是诚意满满了\\n拍照效果：中规中矩 但对得起这个价格\\n运行速度：顶级芯片没的说\\n待机时间：电池真的蛮耐用的这点好评\\n其他特色：最在意的就是防水了 夏天避免手机意外损坏',\n",
       " '外形外观：可惜了，要是直面屏就好了\\n屏幕音效：还行\\n拍照效果：一般\\n运行速度：新机当然快\\n2570 12/512这个价位目前看来是值得，618估计也降不了多少，可能多送点东西，早买早享受，被刺可以踢我',\n",
       " '用了好几天了，可以发现性能那是真的不错，下载也快游戏也不卡，同品牌旗下可以做到无缝搬家，运行速度那也是流畅的很没的说',\n",
       " '网上到处对比了，这块芯片性能用五年没问题，国补后价格合适，收到货很惊喜，做工很好，系统就是oppo换皮肤，很流畅，快充也能和 oppo手机共用，账号都是相通的，拍照没有网上说的糟糕，我感觉很好了，潜望摄像头其实没必要，最顶的还是6500电池，一天下来还有一半电',\n",
       " '真我gt7pro竞速版最具性价比的骁龙8至尊版的手机，6500毫安时电池，120w快充，不仅性能卓越，续航也相当给力，星际钛配色也质感满满，冲就完了',\n",
       " '这款RealMe GT7 Pro竞速版手机性能非常卓越！跑分高达280万分💯，堪称游戏利器！无论是外观还是性能都让人满意😊，特别是这部快速充电版本，续航无忧🔥 推荐给所有追求高性能和性价比的用户！\\n运行速度：非常快\\n待机时间：很长很长，不玩可以几天不充\\n外形外观：手感不错，比ace 5PRO手感好',\n",
       " '特地使用了两天才来评价的，这个手机电池耐用，手机很智能方便，玩游戏都是满帧率运行不带一点卡顿的，充电还快，以后性价比杠杠的',\n",
       " '收到手机，真的很惊艳，外观四曲面，给人感觉很润，骁龙8至尊处理器没得说，这价位要啥自行车啊。冲了。120赫兹刷新率，稳稳的，电池电量稳定。系统就是oppo换壳，之前用过一加的，觉得很亲切。反正这价位买不了吃亏，放心购买，强推！',\n",
       " '目前最便宜的骁龙8至尊宝手机，2200多能买到，性价比爆棚，之前买过gt7Pro，这次给父母买了竞速版，虽然有所减配，但胜在便宜，父母用足够了，性价比依然很高，京东方屏也不错，待机也很好，用个五六年应该无压力。',\n",
       " '上一部手机是真我gt用了三四年了，现在内存不足，现在赶上有国补，还能叠加以旧换新，直接就换了，骁龙8至尊版的处理器真不错，比8G3还快，日常使用打打游戏，丝滑流畅 很符合心意！',\n",
       " '📱这款手机屏幕非常清晰，触控操作也很灵敏。摄像头拍出来的照片质量很好，整体使用体验很不错。推荐给大家！',\n",
       " '很棒，超出意料。第一次用真我手机，比我想象的更好一些。背面的色彩会随光线变幻，正面的屏幕不仅分辨率高，刷新频率也很高，玩游戏和看视频没有一点延迟和卡顿。真我的自带系统用起来也很贴心，基本上我没想到的，系统自动就提示我。厉害了👍🏻',\n",
       " '真我手机很不错的，触屏顺滑反应灵敏，看着也很清晰，手机的拍照像素很高清，前置美颜相机也很清晰，效果很好。性价比高，操作也是非常的方便的，非常好看，质量也是非常不错哦。',\n",
       " '外形外观：外观简约大方，背板磨砂工艺看着漂亮摸着也舒服\\n屏幕音效：屏幕分辨率很高，亮度也高\\n拍照效果：拍照效果不错，出乎意料的是视频拍摄也很清晰不卡顿\\n运行速度：高通目前最强处理器，运行速度很快\\n待机时间：大电池续航给力，重度使用一天没问题\\n其他特色：系统真的好用，智能，游戏助手和侧边栏好评\\n\\n唯一不足:微曲面，不是直屏，贴膜难，希望后续新机全部直屏',\n",
       " '真我手机，性价比很好，比ACE5Pro手感好这款手机真是个宝贝💖📱！拍照效果超棒📷，色彩鲜艳，细节清晰👏。屏幕也很给力🌈，看视频玩游戏都特别流畅🎮✨。握持感也非常舒适👐，手感不错👍。操作方面也完全没有问题，反应速度非常快🚀，系统稳定💪。总体来说，这是一次非常满意的购物体验🛍️😊。以后有需要还会再来京东选购其他产品哦🛒.',\n",
       " '这手机真的超出预期！拿到手第一感觉是质感绝了，金属边框摸着手感很舒服，重量也刚好，揣兜里不坠得慌。\\n\\n屏幕显示超清晰，刷剧看小说眼睛一点不累，强光下也能看得清清楚楚。最惊喜的是续航，我这种重度用户，早上充满电出门，刷社交软件、听音乐、接几个电话，晚上回家还能剩30%多，彻底告别电量焦虑。\\n\\n性能也很顶，玩手游开高帧率完全不卡，切换APP秒开，没出现过卡顿。拍照也很可，白天拍风景色彩还原得特真实，晚上暗光拍也清晰，细节都能留住。\\n\\n总之这价位能买到这样的手机太值了，用着顺手又省心，真心推荐！',\n",
       " '手机到手体验了几天，总之超越我的预期了😍不管是性能还是价格都是非常满意的，特意买了这款海王星的配色超超级好看，6500毫安的电池出门再也没有电量焦虑了，这款手机的处理器是最新骁龙8至尊处理器玩游戏根本不用担心发热和卡顿问题，网络信号也是非常稳定。',\n",
       " '很nice，到货非常快！而且和刚出的时候比，性价比很高啦哈哈，学生还送了个耳机。太满意了！！',\n",
       " '系统非常简洁好用，一直喜欢用真我的手机，操作简单易上手，性能强悍整体素质高，性价比直接拉满，外观也很符合胃口，非常满意。',\n",
       " '这款手机外观时尚大气，手感舒适细腻，拍照效果也很不错📸。而且系统操作非常流畅，玩起游戏来也毫无压力🎮。强烈推荐给大家！',\n",
       " '外形外观：中规中矩，我挺喜欢这种宽度大的手机。\\n屏幕音效：还行吧。\\n拍照效果：这个价格还要啥拍照。\\n运行速度：骁龙8e速度杠杠的。\\n待机时间：电量在也不用焦虑了。\\n其他特色：特色就是国补真香。',\n",
       " '玩大型游戏没那么烫手了，玩久了基本也不掉帧，屏幕正面显示效果不错，\\n外观质感很好，比同价位的性价比机器绰绰有余。\\n性价比高',\n",
       " '真我gt老用户，前手机用了几年了，其实现在 也还好没什么问题，只是电池掉电快了，想着 用几年也可以买新手机，就买了，新手机用了 一天了，没什么大问题。拍照对比过比gt好哈 哈哈毕竟差了几年，新的总比旧的好。',\n",
       " '不愧是大电池，续航给力，亮屏轻松10小时。尺寸够大看视频不累。芯片强力，流畅不卡顿。活动价格物超所值，服务一如既往的好',\n",
       " '手机很丝滑，也很有手感，出厂还带了手机壳，手机膜都给贴好了，很棒，拍照效果也非常好，很清晰自带美颜，。',\n",
       " '之前就是一直用的真我大师探索版，除了电池不行，其他依旧很流畅，这次依旧选择了真我，大容量电池，8e的处理器，希望这次依然好用',\n",
       " '给了老百姓非常大的购物实惠。上个月13号发布的机型。这个价位能买到骁龙至尊，太满意，开心。感谢真我品牌，感谢上一部GTneo3。感谢快递师傅何早林！服务好，送货快。',\n",
       " '家人们谁懂啊，这款realme【国家补贴】真我GT7 Pro竞速版手机太香了！骁龙8至尊处理器，玩游戏超流畅，大电池续航也给力。16+512GB的内存组合，存再多资料都不怕。星迹钛配色颜值超高，狠狠爱了！',\n",
       " '流畅度：很流畅比我之前的老手机提示很多\\n外观：我自己觉得海王星的颜色很好看\\n性能：目前主流的游戏没有卡顿',\n",
       " '手机收到了，电池非常耐用。操作系统非常流畅。之前用的也是真我的手机用了三年多。电池不耐用了，所以就给它换了。',\n",
       " '手机到货了，手感不错，屏幕显示效果很好，不愧是京东方的屏幕，骁龙8至尊版的芯片也很好，打游戏基本不掉帧，120W的充电速率也是嘎嘎快。',\n",
       " '真我GT 7 Pro竞速版凭借骁龙8至尊旗舰芯片+引擎调校带来极致性能，搭配120Hz高刷电竞屏和1000Hz触控采样率，确保游戏操作丝滑跟手；超大VC散热+120W快充轻松压制发热并快速回血，而赛道美学设计、X轴马达和4D振感进一步强化沉浸体验，以同档罕见的性价比成为硬核玩家的全能战器。',\n",
       " '非常好，买完发现比谁都贵。真棒👏🏻',\n",
       " '手机不错，电池很强大，屏幕也可以的。比我原来手机强大多了。打游戏一点也不卡。续航也比我原来手机强多了。',\n",
       " '用了几天觉得总体还可以，裸机使用稍微宽一点，续航还行吧，但没觉得特别无敌的耐用，总体来说很超值，最便宜的骁龙8E 手机了',\n",
       " '手机不错，骁龙8至尊妥妥的够用，打游戏很快，充电很快，手机叠加优惠真的很香，值得拥有，物超所值，不错。',\n",
       " '特意用了几天才来评价的。首先手机颜值很高，而且宽宽的，看着就舒服！运行速度超快，一点也不卡顿，系统也很好用。国补后2千出头，性价比超高！！',\n",
       " '旧手机坏了，对比了一下众多手机，最后买了这款，性价比高，处理器也好。日常使用够够的了，加上现在有国补，价格很划算，果断就下手啦。',\n",
       " '被朋友种草后果断入手，果然没失望！屏幕素质绝了，120Hz 刷新率刷文档超舒服，阳光下可视性也很棒。双扬声器听声辨位绝了，游戏党狂喜！系统自带的应用市场很实用，没有广告。最感动的是研发用心，国产芯片运行效率越来越高，期待更多突破！会推荐给全办公室同事！',\n",
       " '真我手机老粉丝了，一直都是用的真我，性价比高，性能强颜值高，高尚活动价又换了新款手机，上手很不错，非常满意',\n",
       " '外形外观：直屏的观感，曲面的颜值，非常好，直接曲面直屏双合一，真的6666，好看又不失美感\\n运行速度：非常流畅，不管买那个配置的内存，处理器都随便带动，看自己需要选择',\n",
       " 'Realme GT7 Pro竞速版真的太香了！骁龙8至尊处理器性能超强劲，玩游戏一点不卡顿。120W快充搭配6500mAh大电池，电量安全感拉满，强推！',\n",
       " '正品新机，查验过确定非退换货机器。机器造型和颜色与图片相符。磨砂边框手感不错。重量有些沉。手机自带的手机壳质感也不错。系统流畅，打游戏也无卡顿。',\n",
       " '入手真我GT7pro竞速版一段时间了，体验感超佳。快充速度惊人，短时间就能满电。系统响应快，操作丝滑。真心推荐!\\n不得不夸真我GT7pro竞速版，配置很能打，无论是日常使用还是玩大型游戏都毫无压力。音效出色，看视频超有沉浸感，太满意了!',\n",
       " '。买给家里人用的，外观大气，屏幕对老人友好。系统很丝滑，没有卡顿。换机助手非常方便，无感换机，所有信息都在。家人非常喜欢',\n",
       " '这款手机真的太棒了！📱 屏幕清晰，操作流畅，而且外形设计也很时尚百搭。👍 手感也非常好，拿着很舒服。总的来说，是一款性价比很高的产品，强烈推荐大家购买。💯',\n",
       " '非常好，触感丝滑、屏幕看起来也非常舒服、充电快，打游戏也非常的流畅，拍照也很清晰，国补下来价格优惠，支持支持👍',\n",
       " '用起来还是很不错的，非常流畅，客服也比较给力。帮我解决国补问题。拍照效果也还行。对着灯拍也不会过曝！',\n",
       " '手机收到了，发货速度一天就到了，打开包装看了是原装正品未激活的，开机使用速度特别快，大电池续航时间长',\n",
       " '手机质量不错\\n拍照效果可以\\n速度超快，安兔兔跑分270多万\\n是性价比最高的骁龙8至尊版手机，没有之一，好评',\n",
       " '手机质感很好，反应灵敏，日常用完全足够了，电池很给力，玩了一个小时才掉了五格电，正常一天一冲绝对可以',\n",
       " '用过真我才知道多香，性能强到离谱，散热又好，玩久了也不烫手，外表又非常好看，旗舰机的水平，入手不后悔 。',\n",
       " '外形外观：外观挺好看的，时尚百搭\\n屏幕音效：屏幕还行吧，这个价位能买到这样的。\\n运行速度：骁龙处理器速度很快，运行流畅不卡顿。\\n待机时间：大电池手机用起来可以用挺久的。百亿补贴手机',\n",
       " '这部手机还是挺不错的，质感摸得挺舒服，使用两个小时耗电13％，王者两个小时耗电30%这样，拉满120帧，波动在119左右，且没有发烫，网络也比我上代的8gen1 gt2pro好很多，上代机子只能勉强维持90帧，且掉帧严重，网络波动差，不过拍照比我上代机子要差很多，这款机子了就不用追求拍照了，总体下体验不错',\n",
       " '这款真我GT7 Pro真的太棒了！📱性能强劲，系统流畅，拍照效果也非常不错！👍特别喜欢它的设计感和握感，金属质感十足。客服服务也很贴心，解答问题很及时。总之，物超所值，强烈推荐！💯',\n",
       " '这款产品真是一款宝藏！无论是从性能还是外观来看都非常出色✨。使用感受也非常棒，操作简单流畅👍。特别喜欢它的设计，时尚大气🌟。强烈推荐给各位小伙伴！',\n",
       " '京东购买方便快捷安心，价格也不贵，屏幕清晰度很好机器反应也快速，电池大容量够用，充电也超快，日常使用足够了，机身金属质感很不错',\n",
       " '手机颜值高，外观耐看，系统运行流畅，拍照，屏幕显示素质，性能妥妥的都是这个价位数一数二的，手感也很不错，非常喜欢这款手机。',\n",
       " '外形外观：等深四曲面非常好\\n屏幕音效：屏幕显示也很好亮度杠杠的双扬声器响度非常好\\n运行速度：至尊8处理器钉子户首选\\n待机时间：待机也很久充电也很快',\n",
       " '刚拿到这款真我GT7PRO竞速版，体验感很好，做工精细，海王星颜色也是挺漂亮的，骁龙8至尊版处理器性能强劲，打游戏很流畅，6500mA时的大电池配上120瓦的超级快充再也不用担心续航问题了，现在有国补入手挺划算的，在这个价位里面是性价比最好的一款了，喜欢得小伙伴赶紧入手吧。',\n",
       " '手机收到了，整体颜色很漂亮，运行很快，手机屏幕清晰，边框占比很合理，电池待机时间长，玩一上午游戏也不会卡顿，现在有国补，价格很合适，值得购买',\n",
       " '这款手机真不错！屏幕大且清晰，续航能力强，操作也很流畅💖。外观设计时尚大气，手感很好，很满意的一次购物体验！✨，打王者真的不错，都没卡过，同事看三图，没有合适的联系下啊',\n",
       " '这款手机真是太棒了！📱 外观时尚简约，手感极佳，摄像头也非常强大，拍出来的照片清晰度非常高。性能方面也不容小觑，运行各种应用都非常流畅。价格也很实惠，性价比超高，强烈推荐给大家！💯🖥️',\n",
       " '这款GT7 Pro手机果然名不虚传！外观设计时尚大气，质感一流👍。性能方面也是杠杠的，使用起来非常流畅，玩游戏也不在话下🎮。还有充电速度极快，续航能力强🔥，真心推荐给大家！',\n",
       " '手机非常好用，我是用来拍照的，很清晰，拍照也很清晰运行速度很快，打游戏，开软件也非常流畅，整体运行速度非常快，非常满意。',\n",
       " '外观设计漂亮，尺寸大小合适，包装仔细完整，宝贝手感不错，感觉很好，发货速度快，服务态度一流，给力！5星好评！款式很大方，质量非常好，价钱也很合理一如既往的好品质，非常喜欢的一款产品，非常棒！o(*￣︶￣*)一如既往的好品质，非常喜欢的一款产品，非常棒！o(*￣︶￣*)o',\n",
       " '外形外观：一言难尽，反正还可以，\\n屏幕音效：效果不错\\n拍照效果：拍照效果：一般一般，\\n运行速度：超级快\\n待机时间：没试过\\n其他特色：反正第一次用，也不清楚好与不好',\n",
       " '到手后一摸手机质感非常丝滑，很满意这个质感，和颜值。然后让我很满意的是这个120w快充，一个小时之内就能充满，而且续航能力非常强，很给力，开黑体验拉满了。最后是整个手机用起来很流畅顺利，手机影像也很不错，色彩很棒。',\n",
       " '手机质感很好，轻薄。微曲屏幕，手感丝滑。京东送货，次日就能送到。叠加国家补贴，到手更加优惠。值得购买。',\n",
       " '手机外观很漂亮，屏幕显示效果很好，系统运行很流畅，操作系统简洁，易上手,处理器性能强劲性价比非常高的一款手机赶上活动，价格很实惠',\n",
       " '性能太强悍了！骁龙处理器搭配高效散热，玩游戏全程满帧不卡顿，操作丝滑流畅。150W快充续航无忧，屏幕色彩鲜艳细腻，日常使用和游戏体验都很出色。这个价位能买到这样的配置，真心觉得值！',\n",
       " '入手真我GT7 Pro竞速版，体验感直接拉满！性能方面，骁龙最新处理器搭配高帧率模式，运行大型游戏毫无压力，《原神》全高画质下，帧率稳定如丝，长时间激战手机也只是微微发热，彻底告别卡顿掉帧！\\n\\n屏幕素质更是惊艳，1.5K分辨率显示细腻，色彩鲜艳饱满，看电影、刷视频画面超有质感，144Hz高刷新率让滑动操作顺滑到上瘾。续航完全不焦虑，5500mAh大电池加上100W闪充，早上洗漱时间充会儿电，就能满足一整天的重度使用。\\n\\n外观设计超酷，机身线条流畅，磨砂材质手感舒适还不留指纹。京东物流也超给力',\n",
       " '这款手机真的太赞啦，打游戏散热效果超级棒，手机电量也超强的，刷屏率也很好，重量适中，真的超级喜欢这款手机，颜值也超高的，爱了爱了，推荐看看呀，赞赞！！！',\n",
       " '外形外观：好看啊比我200pro好看\\n屏幕音效：可以的\\n运行速度：比9400好\\n待机时间：续航长的很。\\n其实说实话手机就应该买这种性价比机器。就是换了也不会亏太多。手机很好看。摸着也很容易润。',\n",
       " '上一部手机华为mete206年了内存不够了，电池也不好用了，入手了真我GT7 Pro竞速版太香了！金属中框手感，骁龙8 Elite处理器性能狂飙，搭配11480mm冰芯散热系统，游戏帧率稳定如飞。6.78英寸1.5K电竞屏显示细腻，支持2600Hz瞬时触控采样率，强光下也能清晰操作。6500mAh大电池续航持久，120W快充19分钟满电，边玩边充不发热。IP68/69防水防尘无惧挑战，AI电竞优化功能智能提升游戏体验。国补后价格十分合适，性价比之王实至名归！',\n",
       " '手机非常不错，正好赶上国补买了一个手机，价格合适，昨天买的今天就到了，真我也是大品牌值得信赖一如既往的好还是，手机选择京东准没错了，加油加油加油。',\n",
       " '非常不错，满怀期待签收了，价格也美丽，有国家补贴，总体比较满意，后续再测试测试看看性能，其他的不多说，就是不错，，',\n",
       " '外形外观：外观外形我觉得挺帅的这个蓝色看着挺有感觉的。\\n屏幕音效：屏幕体谅的，在大白天也能看得很清楚，音效是双扬的，立体感很强。\\n拍照效果：拍照效果也很不错，虽然没有潜望长焦，但是日常使用很可以了。\\n运行速度：运行速度非常不错，打游戏流畅不卡顿，可以全部拉满。\\n待机时间：6500毫安大电池120瓦充电，续航非常不错。']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_bert['content'].to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a1f47160",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Device set to use cuda:0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "评论: 京东物流发货真的是很快，这个机器的价格真的是非常的完美，加上国家的补贴，也是非常的完美，店家客服也是很好的，有问必答，你们也来购买吧\n",
      "情感: Negative (分数: 0.0158)\n",
      "情感: Positive (分数: 0.9842)\n",
      "--------------------\n",
      "评论: 入手真我GT7 Pro竞速版，骁龙8至尊版＋120H2高刷屏，打游戏超流畅，6500mAh大电池+120W必用后充，续航焦虑秒消失~\n",
      "这手机绝了！骁龙8至尊处理器，性能强无敌，运行超丝滑。6500mAh大电池电量超耐用，120W快充回血快，爱了爱了！\n",
      "用了段时间真我GT7Pro 竞速版，体验感拉满！打游戏帧率稳，屏幕显示清晰，大电池续航给力，充电也快，性价比超高！\n",
      "情感: Negative (分数: 0.0003)\n",
      "情感: Positive (分数: 0.9997)\n",
      "--------------------\n",
      "评论: 使用了几天，符合我的心理预期。当时纠结买标准款还是竞速版，没有拍照需求就买了竞速版，国产屏幕效果也不错，充电很快，续航时间长，系统使用google服务方便，唯一的缺憾不是直屏，贴膜不方便，现在用的原厂膜，好在每年有4次免费贴膜。\n",
      "情感: Negative (分数: 0.0003)\n",
      "情感: Positive (分数: 0.9997)\n",
      "--------------------\n",
      "评论: 性能强劲，外观大气，是高通骁龙至尊处理器性价比最高的一款手机。另外京东物流配送速度超级快，晚上11点下单，第二天上午9点多一点收到货！\n",
      "情感: Negative (分数: 0.0008)\n",
      "情感: Positive (分数: 0.9992)\n",
      "--------------------\n",
      "评论: 听着三年前从一加云备份下载的歌曲，意外之喜，手机虽然略重但手感极佳，颜值很高，操作丝丝顺滑，这个价格实在是香。\n",
      "情感: Negative (分数: 0.0026)\n",
      "情感: Positive (分数: 0.9974)\n",
      "--------------------\n",
      "评论: 真的非常不错 充电快 颜值高 手感也特别棒 补贴非常给力 拿来打游戏真的太棒了 拍照也挺不错的 比一加13性价比高太多了\n",
      "情感: Negative (分数: 0.0005)\n",
      "情感: Positive (分数: 0.9995)\n",
      "--------------------\n",
      "评论: 物流很给力，前天下午下单，第二天一早就收到了，特别喜欢这个外观，真的很惊艳,外观四曲面,给人感觉很润，骁龙8至尊处理器，这个价位，性价比满满,120赫兹刷新率,稳稳的，电池电量稳定，基本一天不用充电，不打游戏的话两天没问题的。之前用过一加的， 觉得很亲切。反正这价位买不了吃亏,放心购买,强推!\n",
      "情感: Negative (分数: 0.0012)\n",
      "情感: Positive (分数: 0.9988)\n",
      "--------------------\n",
      "评论: 手机非常不错。刚买就入手了，给爸妈用的，第一次用真我品牌，买来试试，听朋友说的，应该挺不错的，昨天买的今天就到了，棒棒的物流，赶上国补，特别好。\n",
      "情感: Negative (分数: 0.0004)\n",
      "情感: Positive (分数: 0.9996)\n",
      "--------------------\n",
      "评论: 手机非常给力，之前的手机玩吃鸡一会就很热，还会突然屏幕变暗，有的时候很掉帧很卡，一直以为是网络的问题，换了这个手机后以上现象都没有了，看来还是手机的问题，用着非常不错\n",
      "情感: Negative (分数: 0.0014)\n",
      "情感: Positive (分数: 0.9986)\n",
      "--------------------\n",
      "评论: 本来想等618再换机器的，京东国补优惠价格给力，没忍住就下单了。主要用来当备用机打卡签到和玩游戏的，对比了一下还是真我的竞速版比较适合我，早上下单下午就到了，快递小哥也很专业，验证完就拿到了机器。当然也没有辜负我的期待，游戏体验感很好。\n",
      "情感: Negative (分数: 0.0003)\n",
      "情感: Positive (分数: 0.9997)\n",
      "--------------------\n",
      "评论: 到手立马更新测试了下，性能挺好的，新版也能关强制插帧了，蛮好用的，系统非常丝滑，不愧是提升最大的一代。这个价格应该可以说很值得曲奇了。\n",
      "情感: Negative (分数: 0.0052)\n",
      "情感: Positive (分数: 0.9948)\n",
      "--------------------\n",
      "评论: 刚拿到这款真我GT7PRO竞速版，体验感很好，做工精细，海王星颜色也是挺漂亮的，骁龙8至尊版处理器性能强劲，打游戏很流畅，6500mA时的大电池配上120瓦的超级快充再也不用担心续航问题了，现在有国补入手挺划算的，在这个价位里面是性价比最好的一款了，喜欢得小伙伴赶紧入手吧。\n",
      "情感: Negative (分数: 0.0018)\n",
      "情感: Positive (分数: 0.9982)\n",
      "--------------------\n",
      "评论: 这款手机真的是颜值与实力并存！外观设计简洁大气，握持舒适👍。摄像头性能也非常出色，拍照效果清晰细腻📸。操作起来流畅度极高，功能齐全，性价比超高！强烈推荐给大家~💪\n",
      "情感: Negative (分数: 0.0010)\n",
      "情感: Positive (分数: 0.9990)\n",
      "--------------------\n",
      "评论: 第一次买这个牌子的手机。然后出乎预料的好。电池非常非常耐用。手机做的还挺轻薄。相机可以拍月亮。价格还便宜。以后还会继续购买这个品牌。\n",
      "情感: Negative (分数: 0.0005)\n",
      "情感: Positive (分数: 0.9995)\n",
      "--------------------\n",
      "评论: 非常实惠。\n",
      "外形外观：外观非常漂亮。\n",
      "屏幕音效：屏幕音效很好。\n",
      "拍照效果：拍照效果也很好。\n",
      "游戏120帧。王者，吃鸡都是120。\n",
      "情感: Negative (分数: 0.0008)\n",
      "情感: Positive (分数: 0.9992)\n",
      "--------------------\n",
      "评论: 手机金属材质手持很舒服，后壳很有高级感，运行速度很快，屏幕显示清晰度够用。拥有大电池，防水，高通最新处理器，再次加持最新的UI，使用很合适。推荐下！\n",
      "情感: Negative (分数: 0.0018)\n",
      "情感: Positive (分数: 0.9982)\n",
      "--------------------\n",
      "评论: 手机收到了，官方正品。运行速度很快，拍照也满意，续航也是超预期表现，重度一天无压力，充电速度也飞快，使用体验很稳,CPU巨好，很喜欢的一个手机\n",
      "情感: Negative (分数: 0.0010)\n",
      "情感: Positive (分数: 0.9990)\n",
      "--------------------\n",
      "评论: 感觉很不错，这个价格能有骁龙八至尊版太难得了，其他的我没什么要求，我也不打游戏就打个电话看个视频，完全可以胜任我的需求了，性价比很高，值得购买，无论是当主力机还是备用机都完全没问题\n",
      "情感: Negative (分数: 0.0025)\n",
      "情感: Positive (分数: 0.9975)\n",
      "--------------------\n",
      "评论: 正品新机，查验过确定非退换货机器。机器造\n",
      "型和颜色与图片相符。磨砂边框手感不错。\n",
      "重量有些沉。手机自带的手机壳质感也不错。\n",
      "系统流畅，打游戏也无卡顿。\n",
      "情感: Negative (分数: 0.0021)\n",
      "情感: Positive (分数: 0.9979)\n",
      "--------------------\n",
      "评论: 很好，非常不错，很流畅，价格非常合适。2140 就买到了骁龙八至尊版，非常满意，还送3条鱼，好吃，爱吃\n",
      "情感: Negative (分数: 0.0011)\n",
      "情感: Positive (分数: 0.9989)\n",
      "--------------------\n",
      "评论: 看了很多款对比 最后还是选择了这款 性能高 配置好 用起来也很顺手 手机的背壳我也很喜欢是那种很漂亮的花纹 满意满意\n",
      "情感: Negative (分数: 0.0011)\n",
      "情感: Positive (分数: 0.9989)\n",
      "--------------------\n",
      "评论: 手机很不错，买来小孩上学用的，价格实惠，性能很强。电池续航能力很好，信赖京东大品牌\n",
      "情感: Negative (分数: 0.0004)\n",
      "情感: Positive (分数: 0.9996)\n",
      "--------------------\n",
      "评论: 这款手机体验真心不错✨，屏幕显示效果很棒📱。性能出色，拍照效果也很满意👍。特别是续航方面，完全不用担心外出使用。总体来说，性价比很高，强烈推荐！\n",
      "情感: Negative (分数: 0.0008)\n",
      "情感: Positive (分数: 0.9992)\n",
      "--------------------\n",
      "评论: 外形外观：手机已经用了半个月，整体体验非常满意！首先，外观设计很时尚，手感也很舒适，拿在手里质感十足。屏幕显示效果非常清晰，色彩鲜艳，看视频、刷网页都很享受。，日续航能力也很强，一天下来电量完全够用。性价比很高！\n",
      "情感: Negative (分数: 0.0002)\n",
      "情感: Positive (分数: 0.9998)\n",
      "--------------------\n",
      "评论: 手机非常不错，外观颜值高机身手感好，系统运行流畅屏幕显示清晰，电量够用，性能也非常强，非常满意，自己换手机给朋友也推荐了。\n",
      "情感: Negative (分数: 0.0020)\n",
      "情感: Positive (分数: 0.9980)\n",
      "--------------------\n",
      "评论: 机器到了，已经使用上了，整体还不错，骁龙八至尊版，要的就是这一个，至少能保证我几年内不卡\n",
      "情感: Negative (分数: 0.0005)\n",
      "情感: Positive (分数: 0.9995)\n",
      "--------------------\n",
      "评论: 性能无敌颜值第一，喜欢妥妥入手,真我手机\n",
      "值得信赖，喜欢干就完了，闭着眼选!!优良\n",
      "的品质，扎实的质量，让这款商品成为了我的\n",
      "心头好。款式很大方，质量非常好，价钱也很\n",
      "合理!\n",
      "情感: Negative (分数: 0.0004)\n",
      "情感: Positive (分数: 0.9996)\n",
      "--------------------\n",
      "评论: 第一次真我手机，很棒，超乎意料，背后的色彩，随着光彩变幻分辨率很高，玩游戏绝对是顶配玩游戏，看视频一点都不卡帧真的很棒，国产手机超乎我的意料\n",
      "情感: Negative (分数: 0.0028)\n",
      "情感: Positive (分数: 0.9972)\n",
      "--------------------\n",
      "评论: 手感不错，手机很流畅，\n",
      "屏幕音效：非常好\n",
      "\n",
      "拍照效果：物超所值\n",
      "待机时间：很长，比我上一台更持久\n",
      "\n",
      "其他特色：系统UI很舒服\n",
      "情感: Negative (分数: 0.0009)\n",
      "情感: Positive (分数: 0.9991)\n",
      "--------------------\n",
      "评论: 期待了好久的手机，终于收到了，非常惊喜和开心，手机非常不错，性价比超级高，流畅度可，画面也清晰，非常赞，发货快递也超级超级给力，推荐大家购买。\n",
      "情感: Negative (分数: 0.0032)\n",
      "情感: Positive (分数: 0.9968)\n",
      "--------------------\n",
      "评论: 新手机运行超级流畅，高清大屏看视频太爽了!电池续航给力，一天重度使用都没问题，120W快充半小时满血复活。夜景拍照效果惊艳，AI算法优化超自然，手感轻盈颜值在线，这个价位真是买到就是赚到!\n",
      "情感: Negative (分数: 0.0002)\n",
      "情感: Positive (分数: 0.9998)\n",
      "--------------------\n",
      "评论: 很好用的手机，打游戏很流畅，目前最好的芯片骁龙八至尊版，确实镜头被砍了差了一点，但是日常使用场景全面覆盖了，耐摔很耐摔防水，很好用。重量我不觉得坠手\n",
      "情感: Negative (分数: 0.0005)\n",
      "情感: Positive (分数: 0.9995)\n",
      "--------------------\n",
      "评论: 这款手机外观设计的非常时尚大气，手感拿完舒适，手机电池容量超级大再也不用担心玩着游戏没有电了，手机拍照技术也十分棒\n",
      "情感: Negative (分数: 0.0022)\n",
      "情感: Positive (分数: 0.9978)\n",
      "--------------------\n",
      "评论: 买给家里人用的，操作系统非常流畅，日常使用也很顺滑，在国家补贴加持下，性价比很高，下次我也要考虑买真我\n",
      "情感: Negative (分数: 0.0015)\n",
      "情感: Positive (分数: 0.9985)\n",
      "--------------------\n",
      "评论: 强烈推荐真我，这是买的第4台真我手机了，从GT5到GT7，个个都很惊喜，待机时间可以，打游戏超好用，充电快，关键是，性价比真的超高。GT7比GT5手感上重不少，摄影头的造型也很好看。\n",
      "情感: Negative (分数: 0.0009)\n",
      "情感: Positive (分数: 0.9991)\n",
      "--------------------\n",
      "评论: 很满意的一次购物，商家服务好，发货神速，物流也很给力，宝贝收到后非常喜欢，买得放心，用得安心值得购买的产品，做工非常精细，比想象中的好，推荐大家尝试整体来说，还是很好的，非常值得再次回购整体来说，还是很好的，非常值得再次回购\n",
      "情感: Negative (分数: 0.0015)\n",
      "情感: Positive (分数: 0.9985)\n",
      "--------------------\n",
      "评论: 性价比很高最便宜的8至尊版手机，但是品质非常好，可以说是2500以下的最优解，续航很顶，拍照也不错，除了没长焦和超声波其他没任何毛病\n",
      "情感: Negative (分数: 0.0012)\n",
      "情感: Positive (分数: 0.9988)\n",
      "--------------------\n",
      "评论: 外观材质:外观简约大气有质感\n",
      "续航能力:电池容量大，充电速度快\n",
      "运行速度:性能好，运行速度快，流畅\n",
      "拍照效果:拍照效果够用\n",
      "显示效果:显示清晰，屏幕舒适\n",
      "情感: Negative (分数: 0.0013)\n",
      "情感: Positive (分数: 0.9987)\n",
      "--------------------\n",
      "评论: 入手这款手机一段时间，体验超棒！外观颜值高，轻薄便携，性能强劲不卡顿，拍照清晰，续航持久，各方面都戳中我，超满意。\n",
      "冲着拍照买的这款手机，没让我失望。夜景模式拍出的照片氛围感拉满，人像模式虚化效果自然，日常记录足够用。\n",
      "重度使用这款手机后，续航能力令人惊喜，一天一充毫无压力，加上快充功能，短时间就能满血复活 ，超省心。\n",
      "打游戏选它准没错！高刷新率屏幕让画面丝滑流畅，散热出色，几局游戏下来手机不发烫，体验感拉满。\n",
      "系统操作很顺滑，功能贴心，小窗模式能边追剧边回消息，分屏功能一屏两用，大大提升了使用\n",
      "情感: Negative (分数: 0.0002)\n",
      "情感: Positive (分数: 0.9998)\n",
      "--------------------\n",
      "评论: GT7PRO竞速版，属于GT7标准版的闫哥版，减少或降低了一些功能，但是，凭借最新骁龙8至尊版加持，日常使用还是足够好用。支持国货，给了用户更多选择。\n",
      "情感: Negative (分数: 0.0119)\n",
      "情感: Positive (分数: 0.9881)\n",
      "--------------------\n",
      "评论: 真我手机很不错的，触屏顺滑反应灵敏，看着也很清晰，手机的拍照像素很高清，前置美颜相机也很清晰，效果很好。性价比高，操作也是非常的方便的，非常好看，质量也是非常不错哦。\n",
      "情感: Negative (分数: 0.0077)\n",
      "情感: Positive (分数: 0.9923)\n",
      "--------------------\n",
      "评论: 真我GT7 Pro竞速版快速上手，这次到手的配色海王星配色整体延续了realme设计风格，新纹路质感到位了也很耐看，AG玻璃更是老演员，realme处理得一直都挺不错的。毕竟是竞速版产品，骁龙8至尊版游戏性能也是直接拉满，充电和续航能力都很强，还支持满级防水，摸鱼游戏爱好者放心选。\n",
      "情感: Negative (分数: 0.0004)\n",
      "情感: Positive (分数: 0.9996)\n",
      "--------------------\n",
      "评论: 盒子脏，内包装压坏一个角\n",
      "情感: Negative (分数: 0.9750)\n",
      "情感: Positive (分数: 0.0250)\n",
      "--------------------\n",
      "评论: 收到货就上手体验了，手机性能很强，系统运行非常流畅，应用秒开，拍照和屏幕显示都很不错，性价比很高，很喜欢这款手机，绝对是物有所值了\n",
      "情感: Negative (分数: 0.0019)\n",
      "情感: Positive (分数: 0.9981)\n",
      "--------------------\n",
      "评论: 运行速度：性能非常强，用的是骁龙8最新版本。\n",
      "外形外观：屏幕是等深微曲非常有手感。\n",
      "待机时间：大电池待机能力非常强。早上充满能用到晚上睡觉。\n",
      "情感: Negative (分数: 0.0015)\n",
      "情感: Positive (分数: 0.9985)\n",
      "--------------------\n",
      "评论: 手机是官方正品。运行速度很快，拍照也满意，续航也是超预期表现，重度一天无压力，充电速度也飞快，使用体验很稳。玩吃鸡可以拉120hz，GT模式手机也不会特别.烫。\n",
      "情感: Negative (分数: 0.0010)\n",
      "情感: Positive (分数: 0.9990)\n",
      "--------------------\n",
      "评论: 手机使用三天，重度游戏，王者每天四小时非常耐玩，一天基本能剩余30%的电，最让我肯定的是游戏体验相当丝滑。现在有国补，用中端机的钱买了，旗舰机，相当划算🤩🤩\n",
      "情感: Negative (分数: 0.0006)\n",
      "情感: Positive (分数: 0.9994)\n",
      "--------------------\n",
      "评论: 手机表现非常出色，反应迅速，游戏表现良好，散热效果也很好。快递非常迅速 就是不知道后面使用多久 希望多使用几年.屏幕尺寸也非常好 手感很不错\n",
      "情感: Negative (分数: 0.0016)\n",
      "情感: Positive (分数: 0.9984)\n",
      "--------------------\n",
      "评论: 给我的小米13卖了换的这个，拍照更清晰了，切换软件更快了，续航超级棒，准备过段时间给家里人也换一个，国补真香\n",
      "情感: Negative (分数: 0.0002)\n",
      "情感: Positive (分数: 0.9998)\n",
      "--------------------\n",
      "评论: 手机质感和自己期待的一致，这款手机外观设计和颜色都很漂亮，机身外观设计线条清晰流畅触屏手感流畅，充电快，待机时间长\n",
      "情感: Negative (分数: 0.0021)\n",
      "情感: Positive (分数: 0.9979)\n",
      "--------------------\n",
      "评论: 这款真我手机颜值超高，运行流畅不卡顿，拍照清晰色彩自然，续航给力一整天，京东物流次日达，性价比之王值得入手！\n",
      "情感: Negative (分数: 0.0021)\n",
      "情感: Positive (分数: 0.9979)\n",
      "--------------------\n",
      "评论: 外形外观：钛色确实不错 成熟稳重 不花哨 很喜欢\n",
      "屏幕音效：屏幕在这个价位已经是诚意满满了\n",
      "拍照效果：中规中矩 但对得起这个价格\n",
      "运行速度：顶级芯片没的说\n",
      "待机时间：电池真的蛮耐用的这点好评\n",
      "其他特色：最在意的就是防水了 夏天避免手机意外损坏\n",
      "情感: Negative (分数: 0.0004)\n",
      "情感: Positive (分数: 0.9996)\n",
      "--------------------\n",
      "评论: 外形外观：可惜了，要是直面屏就好了\n",
      "屏幕音效：还行\n",
      "拍照效果：一般\n",
      "运行速度：新机当然快\n",
      "2570 12/512这个价位目前看来是值得，618估计也降不了多少，可能多送点东西，早买早享受，被刺可以踢我\n",
      "情感: Negative (分数: 0.4744)\n",
      "情感: Positive (分数: 0.5256)\n",
      "--------------------\n",
      "评论: 用了好几天了，可以发现性能那是真的不错，下载也快游戏也不卡，同品牌旗下可以做到无缝搬家，运行速度那也是流畅的很没的说\n",
      "情感: Negative (分数: 0.0004)\n",
      "情感: Positive (分数: 0.9996)\n",
      "--------------------\n",
      "评论: 网上到处对比了，这块芯片性能用五年没问题，国补后价格合适，收到货很惊喜，做工很好，系统就是oppo换皮肤，很流畅，快充也能和 oppo手机共用，账号都是相通的，拍照没有网上说的糟糕，我感觉很好了，潜望摄像头其实没必要，最顶的还是6500电池，一天下来还有一半电\n",
      "情感: Negative (分数: 0.0004)\n",
      "情感: Positive (分数: 0.9996)\n",
      "--------------------\n",
      "评论: 真我gt7pro竞速版最具性价比的骁龙8至尊版的手机，6500毫安时电池，120w快充，不仅性能卓越，续航也相当给力，星际钛配色也质感满满，冲就完了\n",
      "情感: Negative (分数: 0.0009)\n",
      "情感: Positive (分数: 0.9991)\n",
      "--------------------\n",
      "评论: 这款RealMe GT7 Pro竞速版手机性能非常卓越！跑分高达280万分💯，堪称游戏利器！无论是外观还是性能都让人满意😊，特别是这部快速充电版本，续航无忧🔥 推荐给所有追求高性能和性价比的用户！\n",
      "运行速度：非常快\n",
      "待机时间：很长很长，不玩可以几天不充\n",
      "外形外观：手感不错，比ace 5PRO手感好\n",
      "情感: Negative (分数: 0.0009)\n",
      "情感: Positive (分数: 0.9991)\n",
      "--------------------\n",
      "评论: 特地使用了两天才来评价的，这个手机电池耐用，手机很智能方便，玩游戏都是满帧率运行不带一点卡顿的，充电还快，以后性价比杠杠的\n",
      "情感: Negative (分数: 0.0002)\n",
      "情感: Positive (分数: 0.9998)\n",
      "--------------------\n",
      "评论: 收到手机，真的很惊艳，外观四曲面，给人感觉很润，骁龙8至尊处理器没得说，这价位要啥自行车啊。冲了。120赫兹刷新率，稳稳的，电池电量稳定。系统就是oppo换壳，之前用过一加的，觉得很亲切。反正这价位买不了吃亏，放心购买，强推！\n",
      "情感: Negative (分数: 0.0008)\n",
      "情感: Positive (分数: 0.9992)\n",
      "--------------------\n",
      "评论: 目前最便宜的骁龙8至尊宝手机，2200多能买到，性价比爆棚，之前买过gt7Pro，这次给父母买了竞速版，虽然有所减配，但胜在便宜，父母用足够了，性价比依然很高，京东方屏也不错，待机也很好，用个五六年应该无压力。\n",
      "情感: Negative (分数: 0.0013)\n",
      "情感: Positive (分数: 0.9987)\n",
      "--------------------\n",
      "评论: 上一部手机是真我gt用了三四年了，现在内存不足，现在赶上有国补，还能叠加以旧换新，直接就换了，骁龙8至尊版的处理器真不错，比8G3还快，日常使用打打游戏，丝滑流畅 很符合心意！\n",
      "情感: Negative (分数: 0.0005)\n",
      "情感: Positive (分数: 0.9995)\n",
      "--------------------\n",
      "评论: 📱这款手机屏幕非常清晰，触控操作也很灵敏。摄像头拍出来的照片质量很好，整体使用体验很不错。推荐给大家！\n",
      "情感: Negative (分数: 0.0112)\n",
      "情感: Positive (分数: 0.9888)\n",
      "--------------------\n",
      "评论: 很棒，超出意料。第一次用真我手机，比我想象的更好一些。背面的色彩会随光线变幻，正面的屏幕不仅分辨率高，刷新频率也很高，玩游戏和看视频没有一点延迟和卡顿。真我的自带系统用起来也很贴心，基本上我没想到的，系统自动就提示我。厉害了👍🏻\n",
      "情感: Negative (分数: 0.0005)\n",
      "情感: Positive (分数: 0.9995)\n",
      "--------------------\n",
      "评论: 真我手机很不错的，触屏顺滑反应灵敏，看着也很清晰，手机的拍照像素很高清，前置美颜相机也很清晰，效果很好。性价比高，操作也是非常的方便的，非常好看，质量也是非常不错哦。\n",
      "情感: Negative (分数: 0.0077)\n",
      "情感: Positive (分数: 0.9923)\n",
      "--------------------\n",
      "评论: 外形外观：外观简约大方，背板磨砂工艺看着漂亮摸着也舒服\n",
      "屏幕音效：屏幕分辨率很高，亮度也高\n",
      "拍照效果：拍照效果不错，出乎意料的是视频拍摄也很清晰不卡顿\n",
      "运行速度：高通目前最强处理器，运行速度很快\n",
      "待机时间：大电池续航给力，重度使用一天没问题\n",
      "其他特色：系统真的好用，智能，游戏助手和侧边栏好评\n",
      "\n",
      "唯一不足:微曲面，不是直屏，贴膜难，希望后续新机全部直屏\n",
      "情感: Negative (分数: 0.0011)\n",
      "情感: Positive (分数: 0.9989)\n",
      "--------------------\n",
      "评论: 真我手机，性价比很好，比ACE5Pro手感好这款手机真是个宝贝💖📱！拍照效果超棒📷，色彩鲜艳，细节清晰👏。屏幕也很给力🌈，看视频玩游戏都特别流畅🎮✨。握持感也非常舒适👐，手感不错👍。操作方面也完全没有问题，反应速度非常快🚀，系统稳定💪。总体来说，这是一次非常满意的购物体验🛍️😊。以后有需要还会再来京东选购其他产品哦🛒.\n",
      "情感: Negative (分数: 0.0004)\n",
      "情感: Positive (分数: 0.9996)\n",
      "--------------------\n",
      "评论: 这手机真的超出预期！拿到手第一感觉是质感绝了，金属边框摸着手感很舒服，重量也刚好，揣兜里不坠得慌。\n",
      "\n",
      "屏幕显示超清晰，刷剧看小说眼睛一点不累，强光下也能看得清清楚楚。最惊喜的是续航，我这种重度用户，早上充满电出门，刷社交软件、听音乐、接几个电话，晚上回家还能剩30%多，彻底告别电量焦虑。\n",
      "\n",
      "性能也很顶，玩手游开高帧率完全不卡，切换APP秒开，没出现过卡顿。拍照也很可，白天拍风景色彩还原得特真实，晚上暗光拍也清晰，细节都能留住。\n",
      "\n",
      "总之这价位能买到这样的手机太值了，用着顺手又省心，真心推荐！\n",
      "情感: Negative (分数: 0.0003)\n",
      "情感: Positive (分数: 0.9997)\n",
      "--------------------\n",
      "评论: 手机到手体验了几天，总之超越我的预期了😍不管是性能还是价格都是非常满意的，特意买了这款海王星的配色超超级好看，6500毫安的电池出门再也没有电量焦虑了，这款手机的处理器是最新骁龙8至尊处理器玩游戏根本不用担心发热和卡顿问题，网络信号也是非常稳定。\n",
      "情感: Negative (分数: 0.0003)\n",
      "情感: Positive (分数: 0.9997)\n",
      "--------------------\n",
      "评论: 很nice，到货非常快！而且和刚出的时候比，性价比很高啦哈哈，学生还送了个耳机。太满意了！！\n",
      "情感: Negative (分数: 0.0027)\n",
      "情感: Positive (分数: 0.9973)\n",
      "--------------------\n",
      "评论: 系统非常简洁好用，一直喜欢用真我的手机，操作简单易上手，性能强悍整体素质高，性价比直接拉满，外观也很符合胃口，非常满意。\n",
      "情感: Negative (分数: 0.0010)\n",
      "情感: Positive (分数: 0.9990)\n",
      "--------------------\n",
      "评论: 这款手机外观时尚大气，手感舒适细腻，拍照效果也很不错📸。而且系统操作非常流畅，玩起游戏来也毫无压力🎮。强烈推荐给大家！\n",
      "情感: Negative (分数: 0.0027)\n",
      "情感: Positive (分数: 0.9973)\n",
      "--------------------\n",
      "评论: 外形外观：中规中矩，我挺喜欢这种宽度大的手机。\n",
      "屏幕音效：还行吧。\n",
      "拍照效果：这个价格还要啥拍照。\n",
      "运行速度：骁龙8e速度杠杠的。\n",
      "待机时间：电量在也不用焦虑了。\n",
      "其他特色：特色就是国补真香。\n",
      "情感: Negative (分数: 0.0007)\n",
      "情感: Positive (分数: 0.9993)\n",
      "--------------------\n",
      "评论: 玩大型游戏没那么烫手了，玩久了基本也不掉帧，屏幕正面显示效果不错，\n",
      "外观质感很好，比同价位的性价比机器绰绰有余。\n",
      "性价比高\n",
      "情感: Negative (分数: 0.0014)\n",
      "情感: Positive (分数: 0.9986)\n",
      "--------------------\n",
      "评论: 真我gt老用户，前手机用了几年了，其实现在 也还好没什么问题，只是电池掉电快了，想着 用几年也可以买新手机，就买了，新手机用了 一天了，没什么大问题。拍照对比过比gt好哈 哈哈毕竟差了几年，新的总比旧的好。\n",
      "情感: Negative (分数: 0.0009)\n",
      "情感: Positive (分数: 0.9991)\n",
      "--------------------\n",
      "评论: 不愧是大电池，续航给力，亮屏轻松10小时。尺寸够大看视频不累。芯片强力，流畅不卡顿。活动价格物超所值，服务一如既往的好\n",
      "情感: Negative (分数: 0.0007)\n",
      "情感: Positive (分数: 0.9993)\n",
      "--------------------\n",
      "评论: 手机很丝滑，也很有手感，出厂还带了手机壳，手机膜都给贴好了，很棒，拍照效果也非常好，很清晰自带美颜，。\n",
      "情感: Negative (分数: 0.0027)\n",
      "情感: Positive (分数: 0.9973)\n",
      "--------------------\n",
      "评论: 之前就是一直用的真我大师探索版，除了电池不行，其他依旧很流畅，这次依旧选择了真我，大容量电池，8e的处理器，希望这次依然好用\n",
      "情感: Negative (分数: 0.0011)\n",
      "情感: Positive (分数: 0.9989)\n",
      "--------------------\n",
      "评论: 给了老百姓非常大的购物实惠。上个月13号发布的机型。这个价位能买到骁龙至尊，太满意，开心。感谢真我品牌，感谢上一部GTneo3。感谢快递师傅何早林！服务好，送货快。\n",
      "情感: Negative (分数: 0.0073)\n",
      "情感: Positive (分数: 0.9927)\n",
      "--------------------\n",
      "评论: 家人们谁懂啊，这款realme【国家补贴】真我GT7 Pro竞速版手机太香了！骁龙8至尊处理器，玩游戏超流畅，大电池续航也给力。16+512GB的内存组合，存再多资料都不怕。星迹钛配色颜值超高，狠狠爱了！\n",
      "情感: Negative (分数: 0.0007)\n",
      "情感: Positive (分数: 0.9993)\n",
      "--------------------\n",
      "评论: 流畅度：很流畅比我之前的老手机提示很多\n",
      "外观：我自己觉得海王星的颜色很好看\n",
      "性能：目前主流的游戏没有卡顿\n",
      "情感: Negative (分数: 0.0018)\n",
      "情感: Positive (分数: 0.9982)\n",
      "--------------------\n",
      "评论: 手机收到了，电池非常耐用。操作系统非常流畅。之前用的也是真我的手机用了三年多。电池不耐用了，所以就给它换了。\n",
      "情感: Negative (分数: 0.0022)\n",
      "情感: Positive (分数: 0.9978)\n",
      "--------------------\n",
      "评论: 手机到货了，手感不错，屏幕显示效果很好，不愧是京东方的屏幕，骁龙8至尊版的芯片也很好，打游戏基本不掉帧，120W的充电速率也是嘎嘎快。\n",
      "情感: Negative (分数: 0.0006)\n",
      "情感: Positive (分数: 0.9994)\n",
      "--------------------\n",
      "评论: 真我GT 7 Pro竞速版凭借骁龙8至尊旗舰芯片+引擎调校带来极致性能，搭配120Hz高刷电竞屏和1000Hz触控采样率，确保游戏操作丝滑跟手；超大VC散热+120W快充轻松压制发热并快速回血，而赛道美学设计、X轴马达和4D振感进一步强化沉浸体验，以同档罕见的性价比成为硬核玩家的全能战器。\n",
      "情感: Negative (分数: 0.0027)\n",
      "情感: Positive (分数: 0.9973)\n",
      "--------------------\n",
      "评论: 非常好，买完发现比谁都贵。真棒👏🏻\n",
      "情感: Negative (分数: 0.0149)\n",
      "情感: Positive (分数: 0.9851)\n",
      "--------------------\n",
      "评论: 手机不错，电池很强大，屏幕也可以的。比我原来手机强大多了。打游戏一点也不卡。续航也比我原来手机强多了。\n",
      "情感: Negative (分数: 0.0014)\n",
      "情感: Positive (分数: 0.9986)\n",
      "--------------------\n",
      "评论: 用了几天觉得总体还可以，裸机使用稍微宽一点，续航还行吧，但没觉得特别无敌的耐用，总体来说很超值，最便宜的骁龙8E 手机了\n",
      "情感: Negative (分数: 0.0008)\n",
      "情感: Positive (分数: 0.9992)\n",
      "--------------------\n",
      "评论: 手机不错，骁龙8至尊妥妥的够用，打游戏很快，充电很快，手机叠加优惠真的很香，值得拥有，物超所值，不错。\n",
      "情感: Negative (分数: 0.0048)\n",
      "情感: Positive (分数: 0.9952)\n",
      "--------------------\n",
      "评论: 特意用了几天才来评价的。首先手机颜值很高，而且宽宽的，看着就舒服！运行速度超快，一点也不卡顿，系统也很好用。国补后2千出头，性价比超高！！\n",
      "情感: Negative (分数: 0.0004)\n",
      "情感: Positive (分数: 0.9996)\n",
      "--------------------\n",
      "评论: 旧手机坏了，对比了一下众多手机，最后买了这款，性价比高，处理器也好。日常使用够够的了，加上现在有国补，价格很划算，果断就下手啦。\n",
      "情感: Negative (分数: 0.0015)\n",
      "情感: Positive (分数: 0.9985)\n",
      "--------------------\n",
      "评论: 被朋友种草后果断入手，果然没失望！屏幕素质绝了，120Hz 刷新率刷文档超舒服，阳光下可视性也很棒。双扬声器听声辨位绝了，游戏党狂喜！系统自带的应用市场很实用，没有广告。最感动的是研发用心，国产芯片运行效率越来越高，期待更多突破！会推荐给全办公室同事！\n",
      "情感: Negative (分数: 0.0002)\n",
      "情感: Positive (分数: 0.9998)\n",
      "--------------------\n",
      "评论: 真我手机老粉丝了，一直都是用的真我，性价比高，性能强颜值高，高尚活动价又换了新款手机，上手很不错，非常满意\n",
      "情感: Negative (分数: 0.0042)\n",
      "情感: Positive (分数: 0.9958)\n",
      "--------------------\n",
      "评论: 外形外观：直屏的观感，曲面的颜值，非常好，直接曲面直屏双合一，真的6666，好看又不失美感\n",
      "运行速度：非常流畅，不管买那个配置的内存，处理器都随便带动，看自己需要选择\n",
      "情感: Negative (分数: 0.0003)\n",
      "情感: Positive (分数: 0.9997)\n",
      "--------------------\n",
      "评论: Realme GT7 Pro竞速版真的太香了！骁龙8至尊处理器性能超强劲，玩游戏一点不卡顿。120W快充搭配6500mAh大电池，电量安全感拉满，强推！\n",
      "情感: Negative (分数: 0.0011)\n",
      "情感: Positive (分数: 0.9989)\n",
      "--------------------\n",
      "评论: 正品新机，查验过确定非退换货机器。机器造型和颜色与图片相符。磨砂边框手感不错。重量有些沉。手机自带的手机壳质感也不错。系统流畅，打游戏也无卡顿。\n",
      "情感: Negative (分数: 0.0021)\n",
      "情感: Positive (分数: 0.9979)\n",
      "--------------------\n",
      "评论: 入手真我GT7pro竞速版一段时间了，体验感超佳。快充速度惊人，短时间就能满电。系统响应快，操作丝滑。真心推荐!\n",
      "不得不夸真我GT7pro竞速版，配置很能打，无论是日常使用还是玩大型游戏都毫无压力。音效出色，看视频超有沉浸感，太满意了!\n",
      "情感: Negative (分数: 0.0024)\n",
      "情感: Positive (分数: 0.9976)\n",
      "--------------------\n",
      "评论: 。买给家里人用的，外观大气，屏幕对老人友好。系统很丝滑，没有卡顿。换机助手非常方便，无感换机，所有信息都在。家人非常喜欢\n",
      "情感: Negative (分数: 0.0003)\n",
      "情感: Positive (分数: 0.9997)\n",
      "--------------------\n",
      "评论: 这款手机真的太棒了！📱 屏幕清晰，操作流畅，而且外形设计也很时尚百搭。👍 手感也非常好，拿着很舒服。总的来说，是一款性价比很高的产品，强烈推荐大家购买。💯\n",
      "情感: Negative (分数: 0.0332)\n",
      "情感: Positive (分数: 0.9668)\n",
      "--------------------\n",
      "评论: 非常好，触感丝滑、屏幕看起来也非常舒服、充电快，打游戏也非常的流畅，拍照也很清晰，国补下来价格优惠，支持支持👍\n",
      "情感: Negative (分数: 0.0008)\n",
      "情感: Positive (分数: 0.9992)\n",
      "--------------------\n",
      "评论: 用起来还是很不错的，非常流畅，客服也比较给力。帮我解决国补问题。拍照效果也还行。对着灯拍也不会过曝！\n",
      "情感: Negative (分数: 0.0002)\n",
      "情感: Positive (分数: 0.9998)\n",
      "--------------------\n",
      "评论: 手机收到了，发货速度一天就到了，打开包装看了是原装正品未激活的，开机使用速度特别快，大电池续航时间长\n",
      "情感: Negative (分数: 0.0006)\n",
      "情感: Positive (分数: 0.9994)\n",
      "--------------------\n",
      "评论: 手机质量不错\n",
      "拍照效果可以\n",
      "速度超快，安兔兔跑分270多万\n",
      "是性价比最高的骁龙8至尊版手机，没有之一，好评\n",
      "情感: Negative (分数: 0.0019)\n",
      "情感: Positive (分数: 0.9981)\n",
      "--------------------\n",
      "评论: 手机质感很好，反应灵敏，日常用完全足够了，电池很给力，玩了一个小时才掉了五格电，正常一天一冲绝对可以\n",
      "情感: Negative (分数: 0.0013)\n",
      "情感: Positive (分数: 0.9987)\n",
      "--------------------\n",
      "评论: 用过真我才知道多香，性能强到离谱，散热又好，玩久了也不烫手，外表又非常好看，旗舰机的水平，入手不后悔 。\n",
      "情感: Negative (分数: 0.0023)\n",
      "情感: Positive (分数: 0.9977)\n",
      "--------------------\n",
      "评论: 外形外观：外观挺好看的，时尚百搭\n",
      "屏幕音效：屏幕还行吧，这个价位能买到这样的。\n",
      "运行速度：骁龙处理器速度很快，运行流畅不卡顿。\n",
      "待机时间：大电池手机用起来可以用挺久的。百亿补贴手机\n",
      "情感: Negative (分数: 0.0005)\n",
      "情感: Positive (分数: 0.9995)\n",
      "--------------------\n",
      "评论: 这部手机还是挺不错的，质感摸得挺舒服，使用两个小时耗电13％，王者两个小时耗电30%这样，拉满120帧，波动在119左右，且没有发烫，网络也比我上代的8gen1 gt2pro好很多，上代机子只能勉强维持90帧，且掉帧严重，网络波动差，不过拍照比我上代机子要差很多，这款机子了就不用追求拍照了，总体下体验不错\n",
      "情感: Negative (分数: 0.0013)\n",
      "情感: Positive (分数: 0.9987)\n",
      "--------------------\n",
      "评论: 这款真我GT7 Pro真的太棒了！📱性能强劲，系统流畅，拍照效果也非常不错！👍特别喜欢它的设计感和握感，金属质感十足。客服服务也很贴心，解答问题很及时。总之，物超所值，强烈推荐！💯\n",
      "情感: Negative (分数: 0.0076)\n",
      "情感: Positive (分数: 0.9924)\n",
      "--------------------\n",
      "评论: 这款产品真是一款宝藏！无论是从性能还是外观来看都非常出色✨。使用感受也非常棒，操作简单流畅👍。特别喜欢它的设计，时尚大气🌟。强烈推荐给各位小伙伴！\n",
      "情感: Negative (分数: 0.0080)\n",
      "情感: Positive (分数: 0.9920)\n",
      "--------------------\n",
      "评论: 京东购买方便快捷安心，价格也不贵，屏幕清晰度很好机器反应也快速，电池大容量够用，充电也超快，日常使用足够了，机身金属质感很不错\n",
      "情感: Negative (分数: 0.0006)\n",
      "情感: Positive (分数: 0.9994)\n",
      "--------------------\n",
      "评论: 手机颜值高，外观耐看，系统运行流畅，拍照，屏幕显示素质，性能妥妥的都是这个价位数一数二的，手感也很不错，非常喜欢这款手机。\n",
      "情感: Negative (分数: 0.0009)\n",
      "情感: Positive (分数: 0.9991)\n",
      "--------------------\n",
      "评论: 外形外观：等深四曲面非常好\n",
      "屏幕音效：屏幕显示也很好亮度杠杠的双扬声器响度非常好\n",
      "运行速度：至尊8处理器钉子户首选\n",
      "待机时间：待机也很久充电也很快\n",
      "情感: Negative (分数: 0.0007)\n",
      "情感: Positive (分数: 0.9993)\n",
      "--------------------\n",
      "评论: 刚拿到这款真我GT7PRO竞速版，体验感很好，做工精细，海王星颜色也是挺漂亮的，骁龙8至尊版处理器性能强劲，打游戏很流畅，6500mA时的大电池配上120瓦的超级快充再也不用担心续航问题了，现在有国补入手挺划算的，在这个价位里面是性价比最好的一款了，喜欢得小伙伴赶紧入手吧。\n",
      "情感: Negative (分数: 0.0018)\n",
      "情感: Positive (分数: 0.9982)\n",
      "--------------------\n",
      "评论: 手机收到了，整体颜色很漂亮，运行很快，手机屏幕清晰，边框占比很合理，电池待机时间长，玩一上午游戏也不会卡顿，现在有国补，价格很合适，值得购买\n",
      "情感: Negative (分数: 0.0073)\n",
      "情感: Positive (分数: 0.9927)\n",
      "--------------------\n",
      "评论: 这款手机真不错！屏幕大且清晰，续航能力强，操作也很流畅💖。外观设计时尚大气，手感很好，很满意的一次购物体验！✨，打王者真的不错，都没卡过，同事看三图，没有合适的联系下啊\n",
      "情感: Negative (分数: 0.0017)\n",
      "情感: Positive (分数: 0.9983)\n",
      "--------------------\n",
      "评论: 这款手机真是太棒了！📱 外观时尚简约，手感极佳，摄像头也非常强大，拍出来的照片清晰度非常高。性能方面也不容小觑，运行各种应用都非常流畅。价格也很实惠，性价比超高，强烈推荐给大家！💯🖥️\n",
      "情感: Negative (分数: 0.0202)\n",
      "情感: Positive (分数: 0.9798)\n",
      "--------------------\n",
      "评论: 这款GT7 Pro手机果然名不虚传！外观设计时尚大气，质感一流👍。性能方面也是杠杠的，使用起来非常流畅，玩游戏也不在话下🎮。还有充电速度极快，续航能力强🔥，真心推荐给大家！\n",
      "情感: Negative (分数: 0.0010)\n",
      "情感: Positive (分数: 0.9990)\n",
      "--------------------\n",
      "评论: 手机非常好用，我是用来拍照的，很清晰，拍照也很清晰运行速度很快，打游戏，开软件也非常流畅，整体运行速度非常快，非常满意。\n",
      "情感: Negative (分数: 0.0007)\n",
      "情感: Positive (分数: 0.9993)\n",
      "--------------------\n",
      "评论: 外观设计漂亮，尺寸大小合适，包装仔细完整，宝贝手感不错，感觉很好，发货速度快，服务态度一流，给力！5星好评！款式很大方，质量非常好，价钱也很合理一如既往的好品质，非常喜欢的一款产品，非常棒！o(*￣︶￣*)一如既往的好品质，非常喜欢的一款产品，非常棒！o(*￣︶￣*)o\n",
      "情感: Negative (分数: 0.0005)\n",
      "情感: Positive (分数: 0.9995)\n",
      "--------------------\n",
      "评论: 外形外观：一言难尽，反正还可以，\n",
      "屏幕音效：效果不错\n",
      "拍照效果：拍照效果：一般一般，\n",
      "运行速度：超级快\n",
      "待机时间：没试过\n",
      "其他特色：反正第一次用，也不清楚好与不好\n",
      "情感: Negative (分数: 0.0007)\n",
      "情感: Positive (分数: 0.9993)\n",
      "--------------------\n",
      "评论: 到手后一摸手机质感非常丝滑，很满意这个质感，和颜值。然后让我很满意的是这个120w快充，一个小时之内就能充满，而且续航能力非常强，很给力，开黑体验拉满了。最后是整个手机用起来很流畅顺利，手机影像也很不错，色彩很棒。\n",
      "情感: Negative (分数: 0.0008)\n",
      "情感: Positive (分数: 0.9992)\n",
      "--------------------\n",
      "评论: 手机质感很好，轻薄。微曲屏幕，手感丝滑。京东送货，次日就能送到。叠加国家补贴，到手更加优惠。值得购买。\n",
      "情感: Negative (分数: 0.0063)\n",
      "情感: Positive (分数: 0.9937)\n",
      "--------------------\n",
      "评论: 手机外观很漂亮，屏幕显示效果很好，系统运行很流畅，操作系统简洁，易上手,处理器性能强劲性价比非常高的一款手机赶上活动，价格很实惠\n",
      "情感: Negative (分数: 0.0033)\n",
      "情感: Positive (分数: 0.9967)\n",
      "--------------------\n",
      "评论: 性能太强悍了！骁龙处理器搭配高效散热，玩游戏全程满帧不卡顿，操作丝滑流畅。150W快充续航无忧，屏幕色彩鲜艳细腻，日常使用和游戏体验都很出色。这个价位能买到这样的配置，真心觉得值！\n",
      "情感: Negative (分数: 0.0020)\n",
      "情感: Positive (分数: 0.9980)\n",
      "--------------------\n",
      "评论: 入手真我GT7 Pro竞速版，体验感直接拉满！性能方面，骁龙最新处理器搭配高帧率模式，运行大型游戏毫无压力，《原神》全高画质下，帧率稳定如丝，长时间激战手机也只是微微发热，彻底告别卡顿掉帧！\n",
      "\n",
      "屏幕素质更是惊艳，1.5K分辨率显示细腻，色彩鲜艳饱满，看电影、刷视频画面超有质感，144Hz高刷新率让滑动操作顺滑到上瘾。续航完全不焦虑，5500mAh大电池加上100W闪充，早上洗漱时间充会儿电，就能满足一整天的重度使用。\n",
      "\n",
      "外观设计超酷，机身线条流畅，磨砂材质手感舒适还不留指纹。京东物流也超给力\n",
      "情感: Negative (分数: 0.0002)\n",
      "情感: Positive (分数: 0.9998)\n",
      "--------------------\n",
      "评论: 这款手机真的太赞啦，打游戏散热效果超级棒，手机电量也超强的，刷屏率也很好，重量适中，真的超级喜欢这款手机，颜值也超高的，爱了爱了，推荐看看呀，赞赞！！！\n",
      "情感: Negative (分数: 0.0007)\n",
      "情感: Positive (分数: 0.9993)\n",
      "--------------------\n",
      "评论: 外形外观：好看啊比我200pro好看\n",
      "屏幕音效：可以的\n",
      "运行速度：比9400好\n",
      "待机时间：续航长的很。\n",
      "其实说实话手机就应该买这种性价比机器。就是换了也不会亏太多。手机很好看。摸着也很容易润。\n",
      "情感: Negative (分数: 0.0011)\n",
      "情感: Positive (分数: 0.9989)\n",
      "--------------------\n",
      "评论: 上一部手机华为mete206年了内存不够了，电池也不好用了，入手了真我GT7 Pro竞速版太香了！金属中框手感，骁龙8 Elite处理器性能狂飙，搭配11480mm冰芯散热系统，游戏帧率稳定如飞。6.78英寸1.5K电竞屏显示细腻，支持2600Hz瞬时触控采样率，强光下也能清晰操作。6500mAh大电池续航持久，120W快充19分钟满电，边玩边充不发热。IP68/69防水防尘无惧挑战，AI电竞优化功能智能提升游戏体验。国补后价格十分合适，性价比之王实至名归！\n",
      "情感: Negative (分数: 0.0006)\n",
      "情感: Positive (分数: 0.9994)\n",
      "--------------------\n",
      "评论: 手机非常不错，正好赶上国补买了一个手机，价格合适，昨天买的今天就到了，真我也是大品牌值得信赖一如既往的好还是，手机选择京东准没错了，加油加油加油。\n",
      "情感: Negative (分数: 0.0014)\n",
      "情感: Positive (分数: 0.9986)\n",
      "--------------------\n",
      "评论: 非常不错，满怀期待签收了，价格也美丽，有国家补贴，总体比较满意，后续再测试测试看看性能，其他的不多说，就是不错，，\n",
      "情感: Negative (分数: 0.0008)\n",
      "情感: Positive (分数: 0.9992)\n",
      "--------------------\n",
      "评论: 外形外观：外观外形我觉得挺帅的这个蓝色看着挺有感觉的。\n",
      "屏幕音效：屏幕体谅的，在大白天也能看得很清楚，音效是双扬的，立体感很强。\n",
      "拍照效果：拍照效果也很不错，虽然没有潜望长焦，但是日常使用很可以了。\n",
      "运行速度：运行速度非常不错，打游戏流畅不卡顿，可以全部拉满。\n",
      "待机时间：6500毫安大电池120瓦充电，续航非常不错。\n",
      "情感: Negative (分数: 0.0008)\n",
      "情感: Positive (分数: 0.9992)\n",
      "--------------------\n"
     ]
    }
   ],
   "source": [
    "from transformers import pipeline\n",
    "\n",
    "# 使用专门为中文情感分类微调的模型\n",
    "classifier = pipeline(\n",
    "    \"text-classification\",\n",
    "    model=\"IDEA-CCNL/Erlangshen-RoBERTa-110M-Sentiment\",\n",
    "    return_all_scores=True\n",
    ")\n",
    "\n",
    "# 你的评论数据\n",
    "comments = df_bert['content'].tolist()\n",
    "\n",
    "# 进行预测\n",
    "results = classifier(comments)\n",
    "\n",
    "for comment, result in zip(comments, results):\n",
    "    print(f\"评论: {comment}\")\n",
    "    print(f\"情感: {result[0]['label']} (分数: {result[0]['score']:.4f})\")\n",
    "    print(f\"情感: {result[1]['label']} (分数: {result[1]['score']:.4f})\")\n",
    "    print(\"-\" * 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2a0b883",
   "metadata": {},
   "source": [
    "如下方式使用分词器和模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "aaf2759a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "16a5e65aaec74684995c84a897f2b900",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "tokenizer_config.json:   0%|          | 0.00/49.0 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\anaconda3\\envs\\d3l\\lib\\site-packages\\huggingface_hub\\file_download.py:143: UserWarning: `huggingface_hub` cache-system uses symlinks by default to efficiently store duplicated files but your machine does not support them in C:\\Users\\Yayoo\\.cache\\huggingface\\hub\\models--bert-base-chinese. Caching files will still work but in a degraded version that might require more space on your disk. This warning can be disabled by setting the `HF_HUB_DISABLE_SYMLINKS_WARNING` environment variable. For more details, see https://huggingface.co/docs/huggingface_hub/how-to-cache#limitations.\n",
      "To support symlinks on Windows, you either need to activate Developer Mode or to run Python as an administrator. In order to activate developer mode, see this article: https://docs.microsoft.com/en-us/windows/apps/get-started/enable-your-device-for-development\n",
      "  warnings.warn(message)\n"
     ]
    },
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       "model_id": "d850ceca880b49dfa4f361b227d97169",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "vocab.txt:   0%|          | 0.00/110k [00:00<?, ?B/s]"
      ]
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     "data": {
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       "version_minor": 0
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      "text/plain": [
       "config.json:   0%|          | 0.00/624 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "94addf92dbe34c00a0630d4d181dc6dc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "model.safetensors:   0%|          | 0.00/412M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of BertForSequenceClassification were not initialized from the model checkpoint at bert-base-chinese and are newly initialized: ['classifier.bias', 'classifier.weight']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "模型预测的类别ID: 0\n"
     ]
    }
   ],
   "source": [
    "from transformers import BertTokenizer, BertForSequenceClassification\n",
    "import torch\n",
    "\n",
    "# 1. 加载分词器和模型\n",
    "# 我们选择一个预训练的中文 BERT 模型\n",
    "tokenizer = BertTokenizer.from_pretrained('bert-base-chinese')\n",
    "model = BertForSequenceClassification.from_pretrained('bert-base-chinese')\n",
    "\n",
    "# 2. 准备数据\n",
    "# 你需要将文本转换为模型能够理解的格式\n",
    "text = df_bert['content'][0]  # 这里以第一条评论为例\n",
    "\n",
    "# 将文本分词，并转换为ID序列\n",
    "# max_length: 限制文本最大长度\n",
    "# padding: 自动填充到最大长度\n",
    "# truncation: 超过最大长度时截断\n",
    "inputs = tokenizer(text, return_tensors=\"pt\", padding=True, truncation=True, max_length=512)\n",
    "\n",
    "# 3. 进行推理\n",
    "with torch.no_grad():\n",
    "    outputs = model(**inputs)\n",
    "\n",
    "# outputs包含模型的预测结果，是一个对每个类别的分数\n",
    "# 获取概率最高的类别\n",
    "logits = outputs.logits\n",
    "predicted_class_id = torch.argmax(logits, dim=-1).item()\n",
    "\n",
    "print(f\"模型预测的类别ID: {predicted_class_id}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "79b9f962",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of BertForSequenceClassification were not initialized from the model checkpoint at bert-base-chinese and are newly initialized: ['classifier.bias', 'classifier.weight']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "模型预测的类别ID: 1\n"
     ]
    }
   ],
   "source": [
    "from transformers import BertTokenizer, BertForSequenceClassification\n",
    "import torch\n",
    "\n",
    "# 1. 加载分词器和模型\n",
    "# 我们选择一个预训练的中文 BERT 模型\n",
    "tokenizer = BertTokenizer.from_pretrained('bert-base-chinese')\n",
    "model = BertForSequenceClassification.from_pretrained('bert-base-chinese')\n",
    "\n",
    "# 2. 准备数据\n",
    "# 你需要将文本转换为模型能够理解的格式\n",
    "text = df_bert['content'][1]  # 这里以第二条评论为例\n",
    "\n",
    "# 将文本分词，并转换为ID序列\n",
    "# max_length: 限制文本最大长度\n",
    "# padding: 自动填充到最大长度\n",
    "# truncation: 超过最大长度时截断\n",
    "inputs = tokenizer(text, return_tensors=\"pt\", padding=True, truncation=True, max_length=512)\n",
    "\n",
    "# 3. 进行推理\n",
    "with torch.no_grad():\n",
    "    outputs = model(**inputs)\n",
    "\n",
    "# outputs包含模型的预测结果，是一个对每个类别的分数\n",
    "# 获取概率最高的类别\n",
    "logits = outputs.logits\n",
    "predicted_class_id = torch.argmax(logits, dim=-1).item()\n",
    "\n",
    "print(f\"模型预测的类别ID: {predicted_class_id}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e441a55a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of BertForSequenceClassification were not initialized from the model checkpoint at bert-base-chinese and are newly initialized: ['classifier.bias', 'classifier.weight']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "模型预测的类别ID: 1\n"
     ]
    }
   ],
   "source": [
    "from transformers import BertTokenizer, BertForSequenceClassification\n",
    "import torch\n",
    "\n",
    "# 1. 加载分词器和模型\n",
    "# 我们选择一个预训练的中文 BERT 模型\n",
    "tokenizer = BertTokenizer.from_pretrained('bert-base-chinese')\n",
    "model = BertForSequenceClassification.from_pretrained('bert-base-chinese')\n",
    "\n",
    "# 2. 准备数据\n",
    "# 你需要将文本转换为模型能够理解的格式\n",
    "text = '垃圾手机，刚买了三天就充不进去电了'\n",
    "\n",
    "# 将文本分词，并转换为ID序列\n",
    "# max_length: 限制文本最大长度\n",
    "# padding: 自动填充到最大长度\n",
    "# truncation: 超过最大长度时截断\n",
    "inputs = tokenizer(text, return_tensors=\"pt\", padding=True, truncation=True, max_length=512)\n",
    "\n",
    "# 3. 进行推理\n",
    "with torch.no_grad():\n",
    "    outputs = model(**inputs)\n",
    "\n",
    "# outputs包含模型的预测结果，是一个对每个类别的分数\n",
    "# 获取概率最高的类别\n",
    "logits = outputs.logits\n",
    "predicted_class_id = torch.argmax(logits, dim=-1).item()\n",
    "\n",
    "print(f\"模型预测的类别ID: {predicted_class_id}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5704eea4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of BertForSequenceClassification were not initialized from the model checkpoint at bert-base-chinese and are newly initialized: ['classifier.bias', 'classifier.weight']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "模型预测的类别ID: 1\n"
     ]
    }
   ],
   "source": [
    "from transformers import BertTokenizer, BertForSequenceClassification\n",
    "import torch\n",
    "\n",
    "# 1. 加载分词器和模型\n",
    "# 我们选择一个预训练的中文 BERT 模型\n",
    "tokenizer = BertTokenizer.from_pretrained('bert-base-chinese')\n",
    "model = BertForSequenceClassification.from_pretrained('bert-base-chinese')\n",
    "\n",
    "# 2. 准备数据\n",
    "# 你需要将文本转换为模型能够理解的格式\n",
    "text = '差劲 为什么我买的时候不送年卡'\n",
    "# 将文本分词，并转换为ID序列\n",
    "# max_length: 限制文本最大长度\n",
    "# padding: 自动填充到最大长度\n",
    "# truncation: 超过最大长度时截断\n",
    "inputs = tokenizer(text, return_tensors=\"pt\", padding=True, truncation=True, max_length=512)\n",
    "\n",
    "# 3. 进行推理\n",
    "with torch.no_grad():\n",
    "    outputs = model(**inputs)\n",
    "\n",
    "# outputs包含模型的预测结果，是一个对每个类别的分数\n",
    "# 获取概率最高的类别\n",
    "logits = outputs.logits\n",
    "predicted_class_id = torch.argmax(logits, dim=-1).item()\n",
    "\n",
    "print(f\"模型预测的类别ID: {predicted_class_id}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a64dac8e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of BertForSequenceClassification were not initialized from the model checkpoint at bert-base-chinese and are newly initialized: ['classifier.bias', 'classifier.weight']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "模型预测的类别ID: 0\n"
     ]
    }
   ],
   "source": [
    "from transformers import BertTokenizer, BertForSequenceClassification\n",
    "import torch\n",
    "\n",
    "# 1. 加载分词器和模型\n",
    "# 我们选择一个预训练的中文 BERT 模型\n",
    "tokenizer = BertTokenizer.from_pretrained('bert-base-chinese')\n",
    "model = BertForSequenceClassification.from_pretrained('bert-base-chinese')\n",
    "\n",
    "# 2. 准备数据\n",
    "# 你需要将文本转换为模型能够理解的格式\n",
    "text = '乱发货，买黑色发白色，不负责任'\n",
    "\n",
    "# 将文本分词，并转换为ID序列\n",
    "# max_length: 限制文本最大长度\n",
    "# padding: 自动填充到最大长度\n",
    "# truncation: 超过最大长度时截断\n",
    "inputs = tokenizer(text, return_tensors=\"pt\", padding=True, truncation=True, max_length=512)\n",
    "\n",
    "# 3. 进行推理\n",
    "with torch.no_grad():\n",
    "    outputs = model(**inputs)\n",
    "\n",
    "# outputs包含模型的预测结果，是一个对每个类别的分数\n",
    "# 获取概率最高的类别\n",
    "logits = outputs.logits\n",
    "predicted_class_id = torch.argmax(logits, dim=-1).item()\n",
    "\n",
    "print(f\"模型预测的类别ID: {predicted_class_id}\")"
   ]
  }
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